{
  "@context": "https://schema.org",
  "@type": "Dataset",
  "@id": "https://circleback.ai/compare/fireflies-ai-vs-zoom-ai#dataset",
  "schemaVersion": 4,
  "type": "SoftwareApplicationComparison",
  "slug": "fireflies-ai-vs-zoom-ai",
  "url": "https://circleback.ai/compare/fireflies-ai-vs-zoom-ai",
  "canonicalUrl": "https://circleback.ai/compare/fireflies-ai-vs-zoom-ai",
  "title": "Fireflies vs Zoom AI: pricing, features, and which is better",
  "description": "Compare Fireflies vs Zoom AI on pricing, notes, action items, recordings, capture, and integrations. Source-backed research with candid tradeoffs.",
  "inLanguage": "en-US",
  "isAccessibleForFree": true,
  "representations": {
    "html": "https://circleback.ai/compare/fireflies-ai-vs-zoom-ai",
    "markdown": "https://circleback.ai/compare/fireflies-ai-vs-zoom-ai.md",
    "json": "https://circleback.ai/compare/fireflies-ai-vs-zoom-ai.json",
    "describedBy": "https://circleback.ai/compare/llms.txt"
  },
  "editorialPerspective": "Neutral competitor comparison; Circleback is presented only as a labeled third option.",
  "verdict": "Fireflies is the independent, integration-heavy assistant. Zoom AI is the bundled suite choice with the smoothest experience in Zoom meetings, Team Chat, Docs, and Hub.",
  "products": [
    {
      "id": "fireflies-ai",
      "name": "Fireflies.ai",
      "shortName": "Fireflies",
      "logoPath": "/logos/fireflies.svg",
      "website": "https://fireflies.ai",
      "tagline": "Broad capture and integrations, with AI assistants for sales and live meetings.",
      "positioning": "Fireflies is one of the broadest meeting assistants: bot, desktop, mobile, integrations, search, API, and live or sales assistance. The nuanced bit is that its capture modes are not equivalent—bot-free desktop gives up recordings, named speakers, and Sales Assist.",
      "bestFor": "Teams that prioritize a large integration catalog, live assistance, sales workflows, flexible bot/desktop/mobile capture, and competitive pricing.",
      "lessIdealFor": "Teams that expect bot-free capture to preserve the same media, speaker fidelity, and sales intelligence as the bot experience.",
      "decisionSummary": {
        "fit": "Live assistance and a broad integration catalog",
        "chooseFor": [
          "Live meeting help",
          "Lots of integrations at a low price"
        ],
        "watchFor": [
          "Bot-free mode loses media and names",
          "Free unlimited requires share-all"
        ]
      },
      "pricing": {
        "headline": "Free; Pro from $10/user/month annually",
        "detail": "Prices are per user/month: Pro is $10 with annual billing or $18 month-to-month; Business is $19 or $29; Enterprise is $39 with annual billing. Storage, AI credits, video, advanced integrations, and governance differ by plan.",
        "freePlan": "Yes. Unlimited transcription requires both Auto-join and Share-all; otherwise initial transcription credits, storage limits, and plan-gated summaries or AI features apply."
      },
      "strengths": [
        "Bot, bot-free macOS/Windows, iOS/Android, uploads, and supported native meeting SDK paths.",
        "A large integration catalog, public API, webhooks, remote MCP, AI apps, live assistance, and Sales Assist.",
        "Automatically generated and assigned action items live in a team-wide task feed and can flow into tools such as Linear, Asana, Monday.com, and Microsoft Planner.",
        "Competitive pricing and 100+ language claims make it accessible to distributed teams.",
        "Meeting content is not used to train internal or external AI models, and compliance modes can retain the full record, text only, summary only, or summary plus audio."
      ],
      "tradeoffs": [
        "Bot-free desktop mode stores no audio/video, labels speakers generically, and cannot run Sales Assist.",
        "Fireflies says mobile recordings often do not auto-detect speakers, so in-person transcripts may need manual speaker relabeling.",
        "The Google Meet SDK bot-free path asks attendees for approval, so “bot-free” does not always mean invisible or frictionless.",
        "The advertised unlimited free transcription is conditional: users must enable both automatic bot joining and automatic sharing with every participant. Teams choosing tighter defaults fall back to a small transcription-credit allowance.",
        "Meeting recaps default to workspace-wide access plus anyone with the link. Admins can enforce safer defaults and Enterprise rules can protect sensitive categories, but teams should configure this before broad rollout.",
        "Two current Fireflies help articles disagree on whether Free includes 400 or 800 stored minutes, so confirm the live limit before relying on long-term free storage.",
        "Advanced AI features use workspace-pooled credits that do not increase with seat count, so heavier teams may need a paid credit add-on.",
        "The GraphQL API exposes transcripts and core meeting data but not Super Summaries or Custom Apps output.",
        "The MCP server is much richer than the older API-only story, but some advanced search and fetch tools are still marked experimental, and data sent to an external AI no longer receives Fireflies’ zero-data-retention guarantee.",
        "Company relationship context and general-purpose native automations are less cohesive than the sheer integration count suggests."
      ],
      "chooseIf": [
        "A large integration catalog and live assistance are high priorities.",
        "You are happy to use the Fireflies bot when you need recordings, named speakers, and Sales Assist.",
        "You want mobile and desktop capture at a lower entry price than many competitors."
      ],
      "features": {
        "capture": {
          "summary": "Bot, bot-free desktop, mobile, and SDK-based capture",
          "detail": "Fireflies has unusually broad capture. The modes differ: desktop bot-free capture works across apps but drops stored media and named speaker labels; the bot preserves the richer meeting record.",
          "level": "strong"
        },
        "platforms": {
          "summary": "Web, macOS, Windows, iOS, and Android",
          "detail": "Desktop supports system-audio recording and live assistance. Mobile supports in-person recording, reviewing meetings, search, sharing, and tasks.",
          "level": "strong"
        },
        "inPerson": {
          "summary": "Mobile and desktop room capture",
          "detail": "iOS and Android can capture in-person conversations. Fireflies documents that mobile recordings often do not auto-detect speakers, so names may need manual correction. Bot-free desktop can also hear room/system audio, with its own media and generic-label caveats.",
          "level": "strong"
        },
        "recordings": {
          "summary": "Bot mode saves AV; bot-free desktop saves neither",
          "detail": "This is the key evaluation detail: bot meetings can preserve audio/video and named speakers, while desktop bot-free mode produces notes/transcript without recording files and uses Speaker 1/Speaker 2 labels.",
          "level": "available"
        },
        "notesAndSearch": {
          "summary": "Notes, search, and a workspace-wide assigned task feed",
          "detail": "Fireflies offers strong meeting search and multiple AI surfaces. It automatically creates and assigns meeting tasks, lets teams manage all accessible tasks in one feed, and can turn action items into trackable work in several project tools. Usage credits and plan gates still apply to advanced AI apps and assistant capabilities.",
          "level": "strong"
        },
        "companyMemory": {
          "summary": "Meeting channels and cross-meeting search",
          "detail": "The meeting library is searchable and collaborative, but the product is less centered on a unified relationship timeline combining meetings, email, calendar, people, and companies.",
          "level": "available"
        },
        "sharing": {
          "summary": "Enterprise rules can auto-route, share, and enforce privacy",
          "detail": "Enterprise admins can match meeting title, host, participants, or internal/external type, then route to a channel, share with users or teams, or enforce privacy. This is genuinely strong automation. The default recap visibility is broader than many buyers expect—teammates plus anyone holding the link—so configure the workspace default deliberately.",
          "level": "strong"
        },
        "automations": {
          "summary": "Meeting rules, AI apps, CRM workflows, and automatic task handoff",
          "detail": "Fireflies can automatically create and assign tasks, then route them to Linear, Asana, Monday.com, Planner, Salesforce, and other systems with meeting filters on eligible plans. It also supports specialized AI apps. The experience spans several feature systems rather than one simple general condition/action canvas.",
          "level": "strong"
        },
        "integrations": {
          "summary": "100+ integrations plus Zapier and API",
          "detail": "Breadth is a major advantage across CRM, collaboration, storage, dialers, and productivity tools. Verify the plan required for each connector and direction of sync.",
          "level": "strong"
        },
        "agentsAndApi": {
          "summary": "GraphQL API, webhooks, and a rich remote MCP server",
          "detail": "Fireflies exposes transcripts and core meeting data through GraphQL plus webhooks for custom integrations. Its OAuth or API-key remote MCP server can retrieve full transcripts, summaries, action items, active meetings, analytics, soundbites, channels, and user data; it can also share, rename, organize, and clip meetings. Some advanced search and fetch tools remain experimental. Super Summary and Custom Apps data are still absent from the documented GraphQL API, and content passed into an external AI follows that provider’s retention terms.",
          "level": "strong"
        },
        "admin": {
          "summary": "Business and Enterprise governance",
          "detail": "Enterprise adds SSO/SCIM, Rules Engine governance, custom retention, and private storage. Its Super Admin role can access every workspace meeting, including “Only Me” content—useful for compliance, but a material privacy-policy decision. Fireflies says meeting content is never used for internal or external model training.",
          "level": "strong"
        },
        "languages": {
          "summary": "100+ languages advertised",
          "detail": "Fireflies advertises broad transcription coverage. Real-world speaker separation and accuracy still depend on capture mode, room acoustics, accents, and vocabulary.",
          "level": "strong"
        }
      },
      "sources": [
        {
          "label": "Fireflies pricing guide",
          "url": "https://guide.fireflies.ai/articles/3734844560-learn-about-the-fireflies-pricing-plans",
          "note": "July 2026 prices and plan structure."
        },
        {
          "label": "Fireflies unlimited free transcripts",
          "url": "https://guide.fireflies.ai/articles/8632872350-how-to-get-unlimited-meeting-transcripts-on-fireflies-ai-s-free-plan",
          "note": "Auto-join and Share-all requirements for unlimited free transcription."
        },
        {
          "label": "Fireflies storage limits",
          "url": "https://guide.fireflies.ai/articles/4777633252-learn-about-meeting-storage-limits",
          "note": "Current storage limits by plan; its Free figure conflicts with an older Free-plan article."
        },
        {
          "label": "Fireflies bot-free desktop recording",
          "url": "https://guide.fireflies.ai/articles/6666374717-how-to-record-meetings-without-a-bot-on-the-fireflies-desktop-app",
          "note": "No AV files, generic speakers, and Sales Assist limitation."
        },
        {
          "label": "Fireflies desktop app",
          "url": "https://guide.fireflies.ai/articles/1208704416-getting-started-with-the-fireflies-desktop-app",
          "note": "Capture modes, Live Assist, and bot versus botless behavior."
        },
        {
          "label": "Fireflies mobile app",
          "url": "https://guide.fireflies.ai/articles/8937818258-learn-about-fireflies-mobile-app",
          "note": "iOS/Android in-person recording, search, sharing, and tasks."
        },
        {
          "label": "Fireflies speaker labels",
          "url": "https://guide.fireflies.ai/articles/4994477228-how-to-edit-speaker-labels-or-names-in-a-transcript",
          "note": "Manual corrections and the mobile-recording speaker-detection caveat."
        },
        {
          "label": "Fireflies API",
          "url": "https://docs.fireflies.ai/introduction",
          "note": "GraphQL authentication, user/admin scope, available meeting data, and current Super Summary/Custom Apps gaps."
        },
        {
          "label": "Fireflies MCP tools",
          "url": "https://docs.fireflies.ai/mcp-tools/overview",
          "note": "Remote MCP authentication, full meeting-data access, read/write tools, and experimental-tool status."
        },
        {
          "label": "Fireflies AI credits",
          "url": "https://guide.fireflies.ai/articles/9606045468-fireflies-billing-terms",
          "note": "Workspace-pooled credit allowances, non-seat scaling, and add-on behavior."
        },
        {
          "label": "Fireflies Tasks Feed",
          "url": "https://guide.fireflies.ai/articles/1574234155-learn-about-the-tasks-feed",
          "note": "Automatic task generation and assignment, all-team task views, completion, reassignment, and project-tool handoff."
        },
        {
          "label": "Fireflies Linear integration",
          "url": "https://guide.fireflies.ai/articles/8360629677-how-to-integrate-linear-with-fireflies",
          "note": "Automatic issue creation, project and status routing, assigned-task filtering, and meeting-rule conditions."
        },
        {
          "label": "Fireflies integration directory",
          "url": "https://fireflies.ai/integrations",
          "note": "Current first-party directory advertising 100+ integrations across CRM, project, collaboration, storage, and other categories."
        },
        {
          "label": "Fireflies Rules Engine",
          "url": "https://guide.fireflies.ai/articles/4608292950-learn-about-the-rules-engine-feature",
          "note": "Enterprise conditions and actions for routing, automatic sharing, privacy enforcement, and deletion."
        },
        {
          "label": "Fireflies recap privacy defaults",
          "url": "https://guide.fireflies.ai/articles/5319481450-how-to-configure-privacy-settings-for-your-meeting-recaps",
          "note": "Default teammates-and-link visibility, narrower audience choices, and retroactive privacy changes."
        },
        {
          "label": "Fireflies data safety",
          "url": "https://guide.fireflies.ai/articles/2154538358-policy-on-keeping-information-safe",
          "note": "No-training and third-party zero-retention commitments plus governance controls."
        },
        {
          "label": "Fireflies compliance recording modes",
          "url": "https://guide.fireflies.ai/articles/3598930706-set-up-transcript-only-mode-for-compliance",
          "note": "Full-record, text-only, summary-only, and summary-plus-audio retention modes."
        },
        {
          "label": "Fireflies Enterprise controls",
          "url": "https://guide.fireflies.ai/articles/4771323041-learn-about-fireflies-enterprise-plan",
          "note": "SSO, SCIM, private storage, retention, and Super Admin access behavior."
        }
      ]
    },
    {
      "id": "zoom-ai",
      "name": "Zoom AI and ZoomMate",
      "shortName": "Zoom AI",
      "logoPath": "/logos/zoom.svg",
      "website": "https://www.zoom.com/en/products/ai-assistant/",
      "tagline": "Built-in Zoom meeting intelligence, with My Notes capture and the separate ZoomMate agentic layer.",
      "positioning": "The features once branded AI Companion now live directly in Zoom Workplace under names such as Meeting Summary and My Notes. My Notes reaches Zoom, Meet, Teams, and in-person conversations; ZoomMate is the separately licensed agentic layer for search, agents, workflows, and finished deliverables.",
      "bestFor": "Organizations standardized on Zoom Workplace that want built-in summaries and My Notes, or are willing to license ZoomMate for broader agents and cross-tool workflows.",
      "lessIdealFor": "Teams wanting a vendor-neutral meeting system, the same invisible capture across every platform, simple standalone pricing, or a dedicated cross-company automation and context layer.",
      "decisionSummary": {
        "fit": "Bundled notes for teams already living in Zoom",
        "chooseFor": [
          "Existing Zoom Workplace plans",
          "Zoom Docs and Team Chat workflows"
        ],
        "watchFor": [
          "Third-party calls may require a bot",
          "Suggested tasks need manual acceptance"
        ]
      },
      "pricing": {
        "headline": "Limited My Notes is free; core Zoom AI is bundled with paid Workplace; ZoomMate is separate",
        "detail": "Workplace Basic includes three My Notes uses, three hosted meeting summaries, 90 in-person transcription minutes, 20 AI queries, and limited workflows each month. Eligible paid Workplace plans include unlimited core meeting AI. ZoomMate is a separate per-user license with 2,200 monthly AI credits; Zoom’s current pages do not expose a stable price in crawlable text, so check the live quote.",
        "freePlan": "Yes, in limited form: three My Notes uses and three hosted meeting summaries per month, plus 90 in-person transcription minutes."
      },
      "strengths": [
        "Strong bundled value for companies already paying for an eligible Zoom Workplace plan.",
        "Native Zoom meeting summaries avoid an extra bot and connect directly to Zoom Docs, Team Chat, recordings, and the rest of the suite.",
        "Bot-free desktop My Notes and mobile Voice Recorder now cover third-party calls and in-person conversations more credibly than older comparisons suggest.",
        "Zoom does not use communications-like customer content to train its or third-party AI models, and offers mature regional, retention, and model-routing controls.",
        "Zoom’s public APIs and product-specific MCP servers expose meeting summaries, recordings, transcripts, My Notes, chat, and other workspace resources to external tools and agents.",
        "Zoom Tasks turns meeting and phone follow-ups into assigned, source-linked work with team views, due dates, priorities, completion, and AI-suggested execution steps."
      ],
      "tradeoffs": [
        "Google Meet and Teams capture through the calendar integration can use a visible Zoom notetaker bot.",
        "Mobile My Notes records in-person conversations but does not support third-party meeting apps on the same phone; it also does not auto-detect voice activity.",
        "Mobile Voice Recorder requires several account features to be enabled, supports twelve summary languages, and may require users to correct detected speaker names after the meeting.",
        "Zoom is in a naming transition: account settings and some support pages still say AI Companion, while current marketing calls bundled capabilities Zoom AI and reserves ZoomMate for the separately licensed agentic product.",
        "Sharing, workflows, and context are most cohesive inside Zoom’s own apps, which can be limiting in a mixed-tool company.",
        "A bundled feature can be less expensive but also less focused than a dedicated whole-company meeting memory.",
        "AI Companion content may be retained by Zoom or third-party model providers for up to 30 days for support, safety, or debugging. Zoom-hosted-only and zero-retention options exist, but require account-team configuration and vary by feature.",
        "The deeper agents, third-party workflows, creation tools, and 2,200-credit allowance belong to the separately licensed ZoomMate product; they should not be treated as ordinary bundled Meeting Summary features.",
        "Meeting-derived tasks commonly arrive as AI recommendations that a user accepts or dismisses, rather than every detected commitment becoming a tracked task automatically."
      ],
      "chooseIf": [
        "Your company already has eligible paid Zoom Workplace licenses.",
        "Most important meetings happen in Zoom and outputs should flow into Zoom Docs or Team Chat.",
        "Bundled convenience matters more than a fully vendor-neutral capture and automation system."
      ],
      "features": {
        "capture": {
          "summary": "Native Zoom, a third-party bot, bot-free desktop My Notes, and mobile voice recording",
          "detail": "Zoom meetings get the most native experience. Calendar-connected Google Meet and Teams sessions can use a visible bot, while desktop My Notes captures microphone and system audio without joining the call. iOS and Android also have a dedicated Voice Recorder for room conversations.",
          "level": "strong"
        },
        "platforms": {
          "summary": "Zoom desktop/mobile plus My Notes across common meeting platforms",
          "detail": "Zoom’s app footprint is broad. Exact AI feature availability varies by app, account, plan, region, and whether the meeting is native Zoom or third-party.",
          "level": "strong"
        },
        "inPerson": {
          "summary": "Mobile My Notes and a dedicated Voice Recorder",
          "detail": "Mobile My Notes can transcribe a room and deletes its recording by default unless cloud saving is enabled. Voice Recorder keeps audio, transcript, and summary. It uses generic editable labels by default; when an admin enables Smart Name Tags, enrolled voice profiles can be named automatically. It currently supports twelve summary languages and requires cloud recording plus related transcript settings.",
          "level": "strong"
        },
        "recordings": {
          "summary": "Rich Zoom cloud recordings; third-party and personal-note behavior varies",
          "detail": "Zoom recordings have strong transcript and playback integration. Mobile Voice Recorder keeps audio, while mobile My Notes deletes audio by default unless an admin enables cloud saving. Media behavior therefore depends on the exact capture path and account settings.",
          "level": "strong"
        },
        "notesAndSearch": {
          "summary": "Meeting summaries, My Notes, Zoom Tasks, and Zoom-wide AI",
          "detail": "Built-in Zoom AI can summarize, answer questions, draft follow-up, and work across Zoom content. Zoom Tasks adds a central personal, team, and project task system: meeting and call summaries recommend source-linked work that can be assigned, prioritized, completed, grouped, and expanded into AI-generated steps. Suggested meeting tasks typically need a person to accept them before they join the task system.",
          "level": "strong"
        },
        "companyMemory": {
          "summary": "Zoom context plus connected-source search in ZoomMate",
          "detail": "Built-in Zoom AI draws on meetings, chat, docs, mail, and other authorized Zoom sources. ZoomMate adds cited agentic search across the web and connected systems such as Salesforce, Jira, Slack, ServiceNow, Google, and Microsoft. It is broad context, though not organized primarily as meeting-specific person and company timelines.",
          "level": "strong"
        },
        "sharing": {
          "summary": "Automatic Zoom summary sharing; personal My Notes stay private",
          "detail": "Account and group settings can automatically share Zoom meeting summaries with the host, internal invitees, or all invitees. My Notes starts private and must be shared manually into Zoom or Slack destinations, so behavior depends on the capture path.",
          "level": "available"
        },
        "automations": {
          "summary": "Zoom Tasks, native workflows, and newer agentic actions",
          "detail": "Paid Workplace users can turn meeting, call, chat, and mail context into Zoom Tasks; ZoomMate and Custom AI extend execution into connected systems such as Jira and ServiceNow. The core task workflow is strong, but suggested meeting tasks often require review, while deeper cross-app orchestration belongs to separately licensed products.",
          "level": "strong"
        },
        "integrations": {
          "summary": "Deep Zoom ecosystem plus app marketplace and third-party support",
          "detail": "Native suite integration is the advantage. Buyers with a mixed stack should map how meeting outcomes reach their CRM, issue tracker, and knowledge base without manual copying.",
          "level": "strong"
        },
        "agentsAndApi": {
          "summary": "Broad APIs plus product-specific remote MCP servers",
          "detail": "Zoom APIs retrieve meeting summaries, recordings, transcripts, and My Notes content. Product-specific remote MCP servers let external agents search meetings and retrieve summaries, recordings, playback links, transcripts, next steps, chat, Canvas, and My Notes, with OAuth scopes and relevant product licenses. The surface is broad but fragmented across Zoom products rather than one meeting-data model.",
          "level": "strong"
        },
        "admin": {
          "summary": "Mature enterprise Zoom controls with feature-specific settings",
          "detail": "Enterprise administration is strong but settings and entitlements are complex across recordings, AI Companion, My Notes, third-party notetakers, regions, model routing, and retention. Zoom does not train on customer communications content; Zoom-hosted-only and zero-retention modes are available through account-team configuration for supported features.",
          "level": "strong"
        },
        "languages": {
          "summary": "Broad multilingual support, varying by AI feature",
          "detail": "Zoom supports many spoken languages across transcription and AI features, but coverage is feature-specific. Confirm the exact meeting-summary and question-answering language needed.",
          "level": "strong"
        }
      },
      "sources": [
        {
          "label": "Zoom AI and ZoomMate overview",
          "url": "https://www.zoom.com/en/products/ai-assistant/",
          "note": "Current ZoomMate, My Notes, free allowance, agentic workflow, credit, and connected-source capabilities."
        },
        {
          "label": "Zoom AI and ZoomMate transition",
          "url": "https://www.zoom.com/en/blog/zoom-ai-companion-zoommate/",
          "note": "Retirement of the AI Companion feature brand, continued built-in Zoom AI, and ZoomMate as the separate agentic product."
        },
        {
          "label": "Zoom AI and My Notes pricing",
          "url": "https://zoom.us/pricing/aic",
          "note": "Basic allowances, paid Workplace inclusion, My Notes, ZoomMate licensing, and AI-credit packaging."
        },
        {
          "label": "Zoom third-party meeting support",
          "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0080354",
          "note": "Google Meet/Teams calendar requirements, visible bot, and paid-plan eligibility."
        },
        {
          "label": "Zoom agentic AI announcement",
          "url": "https://news.zoom.com/zooms-new-agentic-ai-capabilities-supercharge-focus-and-productivity/",
          "note": "February 2026 My Notes, mobile voice recorder, third-party, and workflow expansion."
        },
        {
          "label": "Zoom My Notes mobile",
          "url": "https://news.zoom.com/my-notes-on-mobile/",
          "note": "May 2026 in-person capture, privacy, sync, and sharing destinations."
        },
        {
          "label": "Zoom My Notes help",
          "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0083849",
          "note": "Desktop/mobile requirements, third-party mobile limits, recording defaults, privacy, transcript, and sharing behavior."
        },
        {
          "label": "Zoom Voice Recorder",
          "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0080794",
          "note": "Mobile in-person audio, transcript, summary, speaker-name editing, language scope, and account requirements."
        },
        {
          "label": "Zoom Smart Name Tags",
          "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0082489",
          "note": "Admin-controlled voice-profile enrollment and automatic naming in Voice Recorder transcripts."
        },
        {
          "label": "Zoom Tasks",
          "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0078289",
          "note": "AI task recommendations from meetings and calls, acceptance flow, assignment, source grouping, completion, due dates, priorities, and generated execution steps."
        },
        {
          "label": "Zoom My Notes API",
          "url": "https://developers.zoom.us/docs/my-notes/",
          "note": "Programmatic access to My Notes content, transcripts, action items, and external workflows."
        },
        {
          "label": "Zoom meeting APIs",
          "url": "https://developers.zoom.us/docs/api/meetings/",
          "note": "Meeting-summary, recording, transcript, and AI Companion controls and scopes."
        },
        {
          "label": "Zoom remote MCP servers",
          "url": "https://developers.zoom.us/docs/mcp/servers/",
          "note": "Product-specific remote MCP endpoints, OAuth, rate limits, and supported interaction model."
        },
        {
          "label": "Zoom for Claude connector",
          "url": "https://developers.zoom.us/docs/mcp/plug-ins-and-connectors/claude-connector/",
          "note": "Meeting search plus summaries, recordings, transcripts, playback links, next steps, My Notes, chat, and Canvas access."
        },
        {
          "label": "Zoom meeting-summary settings",
          "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0057960",
          "note": "Account and group defaults for automatically sharing meeting summaries with hosts and invitees."
        },
        {
          "label": "Zoom AI Companion security and privacy",
          "url": "https://library.zoom.com/ai/ai-whitepaper",
          "note": "No-training commitment, model-provider routing, regional processing, temporary retention, and zero-retention options."
        }
      ]
    }
  ],
  "dimensions": [
    {
      "key": "capture",
      "label": "Capture options",
      "lead": "Both products document broad support for capture options, with different scope and plan limits.",
      "analysis": "Fireflies: Fireflies has unusually broad capture. The modes differ: desktop bot-free capture works across apps but drops stored media and named speaker labels; the bot preserves the richer meeting record. Zoom AI: Zoom meetings get the most native experience. Calendar-connected Google Meet and Teams sessions can use a visible bot, while desktop My Notes captures microphone and system audio without joining the call. iOS and Android also have a dedicated Voice Recorder for room conversations.",
      "productA": {
        "id": "fireflies-ai",
        "name": "Fireflies.ai",
        "summary": "Bot, bot-free desktop, mobile, and SDK-based capture",
        "detail": "Fireflies has unusually broad capture. The modes differ: desktop bot-free capture works across apps but drops stored media and named speaker labels; the bot preserves the richer meeting record.",
        "level": "strong",
        "sources": [
          {
            "label": "Fireflies bot-free desktop recording",
            "url": "https://guide.fireflies.ai/articles/6666374717-how-to-record-meetings-without-a-bot-on-the-fireflies-desktop-app",
            "note": "No AV files, generic speakers, and Sales Assist limitation."
          },
          {
            "label": "Fireflies desktop app",
            "url": "https://guide.fireflies.ai/articles/1208704416-getting-started-with-the-fireflies-desktop-app",
            "note": "Capture modes, Live Assist, and bot versus botless behavior."
          }
        ]
      },
      "productB": {
        "id": "zoom-ai",
        "name": "Zoom AI and ZoomMate",
        "summary": "Native Zoom, a third-party bot, bot-free desktop My Notes, and mobile voice recording",
        "detail": "Zoom meetings get the most native experience. Calendar-connected Google Meet and Teams sessions can use a visible bot, while desktop My Notes captures microphone and system audio without joining the call. iOS and Android also have a dedicated Voice Recorder for room conversations.",
        "level": "strong",
        "sources": [
          {
            "label": "Zoom third-party meeting support",
            "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0080354",
            "note": "Google Meet/Teams calendar requirements, visible bot, and paid-plan eligibility."
          },
          {
            "label": "Zoom My Notes help",
            "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0083849",
            "note": "Desktop/mobile requirements, third-party mobile limits, recording defaults, privacy, transcript, and sharing behavior."
          },
          {
            "label": "Zoom Voice Recorder",
            "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0080794",
            "note": "Mobile in-person audio, transcript, summary, speaker-name editing, language scope, and account requirements."
          }
        ]
      }
    },
    {
      "key": "platforms",
      "label": "Desktop and mobile",
      "lead": "Both products document broad support for desktop and mobile, with different scope and plan limits.",
      "analysis": "Fireflies: Desktop supports system-audio recording and live assistance. Mobile supports in-person recording, reviewing meetings, search, sharing, and tasks. Zoom AI: Zoom’s app footprint is broad. Exact AI feature availability varies by app, account, plan, region, and whether the meeting is native Zoom or third-party.",
      "productA": {
        "id": "fireflies-ai",
        "name": "Fireflies.ai",
        "summary": "Web, macOS, Windows, iOS, and Android",
        "detail": "Desktop supports system-audio recording and live assistance. Mobile supports in-person recording, reviewing meetings, search, sharing, and tasks.",
        "level": "strong",
        "sources": [
          {
            "label": "Fireflies desktop app",
            "url": "https://guide.fireflies.ai/articles/1208704416-getting-started-with-the-fireflies-desktop-app",
            "note": "Capture modes, Live Assist, and bot versus botless behavior."
          },
          {
            "label": "Fireflies mobile app",
            "url": "https://guide.fireflies.ai/articles/8937818258-learn-about-fireflies-mobile-app",
            "note": "iOS/Android in-person recording, search, sharing, and tasks."
          }
        ]
      },
      "productB": {
        "id": "zoom-ai",
        "name": "Zoom AI and ZoomMate",
        "summary": "Zoom desktop/mobile plus My Notes across common meeting platforms",
        "detail": "Zoom’s app footprint is broad. Exact AI feature availability varies by app, account, plan, region, and whether the meeting is native Zoom or third-party.",
        "level": "strong",
        "sources": [
          {
            "label": "Zoom My Notes help",
            "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0083849",
            "note": "Desktop/mobile requirements, third-party mobile limits, recording defaults, privacy, transcript, and sharing behavior."
          },
          {
            "label": "Zoom Voice Recorder",
            "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0080794",
            "note": "Mobile in-person audio, transcript, summary, speaker-name editing, language scope, and account requirements."
          }
        ]
      }
    },
    {
      "key": "inPerson",
      "label": "In-person capture and speaker labels",
      "lead": "Both products document broad support for in-person capture and speaker labels, with different scope and plan limits.",
      "analysis": "Fireflies: iOS and Android can capture in-person conversations. Fireflies documents that mobile recordings often do not auto-detect speakers, so names may need manual correction. Bot-free desktop can also hear room/system audio, with its own media and generic-label caveats. Zoom AI: Mobile My Notes can transcribe a room and deletes its recording by default unless cloud saving is enabled. Voice Recorder keeps audio, transcript, and summary. It uses generic editable labels by default; when an admin enables Smart Name Tags, enrolled voice profiles can be named automatically. It currently supports twelve summary languages and requires cloud recording plus related transcript settings.",
      "productA": {
        "id": "fireflies-ai",
        "name": "Fireflies.ai",
        "summary": "Mobile and desktop room capture",
        "detail": "iOS and Android can capture in-person conversations. Fireflies documents that mobile recordings often do not auto-detect speakers, so names may need manual correction. Bot-free desktop can also hear room/system audio, with its own media and generic-label caveats.",
        "level": "strong",
        "sources": [
          {
            "label": "Fireflies mobile app",
            "url": "https://guide.fireflies.ai/articles/8937818258-learn-about-fireflies-mobile-app",
            "note": "iOS/Android in-person recording, search, sharing, and tasks."
          },
          {
            "label": "Fireflies speaker labels",
            "url": "https://guide.fireflies.ai/articles/4994477228-how-to-edit-speaker-labels-or-names-in-a-transcript",
            "note": "Manual corrections and the mobile-recording speaker-detection caveat."
          }
        ]
      },
      "productB": {
        "id": "zoom-ai",
        "name": "Zoom AI and ZoomMate",
        "summary": "Mobile My Notes and a dedicated Voice Recorder",
        "detail": "Mobile My Notes can transcribe a room and deletes its recording by default unless cloud saving is enabled. Voice Recorder keeps audio, transcript, and summary. It uses generic editable labels by default; when an admin enables Smart Name Tags, enrolled voice profiles can be named automatically. It currently supports twelve summary languages and requires cloud recording plus related transcript settings.",
        "level": "strong",
        "sources": [
          {
            "label": "Zoom My Notes help",
            "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0083849",
            "note": "Desktop/mobile requirements, third-party mobile limits, recording defaults, privacy, transcript, and sharing behavior."
          },
          {
            "label": "Zoom Voice Recorder",
            "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0080794",
            "note": "Mobile in-person audio, transcript, summary, speaker-name editing, language scope, and account requirements."
          },
          {
            "label": "Zoom Smart Name Tags",
            "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0082489",
            "note": "Admin-controlled voice-profile enrollment and automatic naming in Voice Recorder transcripts."
          }
        ]
      }
    },
    {
      "key": "recordings",
      "label": "Recordings, playback, and clips",
      "lead": "Zoom AI has broader documented support for recordings, playback, and clips.",
      "analysis": "Fireflies: This is the key evaluation detail: bot meetings can preserve audio/video and named speakers, while desktop bot-free mode produces notes/transcript without recording files and uses Speaker 1/Speaker 2 labels. Zoom AI: Zoom recordings have strong transcript and playback integration. Mobile Voice Recorder keeps audio, while mobile My Notes deletes audio by default unless an admin enables cloud saving. Media behavior therefore depends on the exact capture path and account settings.",
      "productA": {
        "id": "fireflies-ai",
        "name": "Fireflies.ai",
        "summary": "Bot mode saves AV; bot-free desktop saves neither",
        "detail": "This is the key evaluation detail: bot meetings can preserve audio/video and named speakers, while desktop bot-free mode produces notes/transcript without recording files and uses Speaker 1/Speaker 2 labels.",
        "level": "available",
        "sources": [
          {
            "label": "Fireflies bot-free desktop recording",
            "url": "https://guide.fireflies.ai/articles/6666374717-how-to-record-meetings-without-a-bot-on-the-fireflies-desktop-app",
            "note": "No AV files, generic speakers, and Sales Assist limitation."
          }
        ]
      },
      "productB": {
        "id": "zoom-ai",
        "name": "Zoom AI and ZoomMate",
        "summary": "Rich Zoom cloud recordings; third-party and personal-note behavior varies",
        "detail": "Zoom recordings have strong transcript and playback integration. Mobile Voice Recorder keeps audio, while mobile My Notes deletes audio by default unless an admin enables cloud saving. Media behavior therefore depends on the exact capture path and account settings.",
        "level": "strong",
        "sources": [
          {
            "label": "Zoom My Notes help",
            "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0083849",
            "note": "Desktop/mobile requirements, third-party mobile limits, recording defaults, privacy, transcript, and sharing behavior."
          },
          {
            "label": "Zoom Voice Recorder",
            "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0080794",
            "note": "Mobile in-person audio, transcript, summary, speaker-name editing, language scope, and account requirements."
          }
        ]
      }
    },
    {
      "key": "notesAndSearch",
      "label": "Notes, action items, and search",
      "lead": "Both products document broad support for notes, action items, and search, with different scope and plan limits.",
      "analysis": "Fireflies: Fireflies offers strong meeting search and multiple AI surfaces. It automatically creates and assigns meeting tasks, lets teams manage all accessible tasks in one feed, and can turn action items into trackable work in several project tools. Usage credits and plan gates still apply to advanced AI apps and assistant capabilities. Zoom AI: Built-in Zoom AI can summarize, answer questions, draft follow-up, and work across Zoom content. Zoom Tasks adds a central personal, team, and project task system: meeting and call summaries recommend source-linked work that can be assigned, prioritized, completed, grouped, and expanded into AI-generated steps. Suggested meeting tasks typically need a person to accept them before they join the task system.",
      "productA": {
        "id": "fireflies-ai",
        "name": "Fireflies.ai",
        "summary": "Notes, search, and a workspace-wide assigned task feed",
        "detail": "Fireflies offers strong meeting search and multiple AI surfaces. It automatically creates and assigns meeting tasks, lets teams manage all accessible tasks in one feed, and can turn action items into trackable work in several project tools. Usage credits and plan gates still apply to advanced AI apps and assistant capabilities.",
        "level": "strong",
        "sources": [
          {
            "label": "Fireflies pricing guide",
            "url": "https://guide.fireflies.ai/articles/3734844560-learn-about-the-fireflies-pricing-plans",
            "note": "July 2026 prices and plan structure."
          },
          {
            "label": "Fireflies AI credits",
            "url": "https://guide.fireflies.ai/articles/9606045468-fireflies-billing-terms",
            "note": "Workspace-pooled credit allowances, non-seat scaling, and add-on behavior."
          },
          {
            "label": "Fireflies Tasks Feed",
            "url": "https://guide.fireflies.ai/articles/1574234155-learn-about-the-tasks-feed",
            "note": "Automatic task generation and assignment, all-team task views, completion, reassignment, and project-tool handoff."
          }
        ]
      },
      "productB": {
        "id": "zoom-ai",
        "name": "Zoom AI and ZoomMate",
        "summary": "Meeting summaries, My Notes, Zoom Tasks, and Zoom-wide AI",
        "detail": "Built-in Zoom AI can summarize, answer questions, draft follow-up, and work across Zoom content. Zoom Tasks adds a central personal, team, and project task system: meeting and call summaries recommend source-linked work that can be assigned, prioritized, completed, grouped, and expanded into AI-generated steps. Suggested meeting tasks typically need a person to accept them before they join the task system.",
        "level": "strong",
        "sources": [
          {
            "label": "Zoom AI and ZoomMate overview",
            "url": "https://www.zoom.com/en/products/ai-assistant/",
            "note": "Current ZoomMate, My Notes, free allowance, agentic workflow, credit, and connected-source capabilities."
          },
          {
            "label": "Zoom My Notes help",
            "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0083849",
            "note": "Desktop/mobile requirements, third-party mobile limits, recording defaults, privacy, transcript, and sharing behavior."
          },
          {
            "label": "Zoom Tasks",
            "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0078289",
            "note": "AI task recommendations from meetings and calls, acceptance flow, assignment, source grouping, completion, due dates, priorities, and generated execution steps."
          }
        ]
      }
    },
    {
      "key": "companyMemory",
      "label": "People, companies, and context",
      "lead": "Zoom AI has broader documented support for people, companies, and context.",
      "analysis": "Fireflies: The meeting library is searchable and collaborative, but the product is less centered on a unified relationship timeline combining meetings, email, calendar, people, and companies. Zoom AI: Built-in Zoom AI draws on meetings, chat, docs, mail, and other authorized Zoom sources. ZoomMate adds cited agentic search across the web and connected systems such as Salesforce, Jira, Slack, ServiceNow, Google, and Microsoft. It is broad context, though not organized primarily as meeting-specific person and company timelines.",
      "productA": {
        "id": "fireflies-ai",
        "name": "Fireflies.ai",
        "summary": "Meeting channels and cross-meeting search",
        "detail": "The meeting library is searchable and collaborative, but the product is less centered on a unified relationship timeline combining meetings, email, calendar, people, and companies.",
        "level": "available",
        "sources": [
          {
            "label": "Fireflies pricing guide",
            "url": "https://guide.fireflies.ai/articles/3734844560-learn-about-the-fireflies-pricing-plans",
            "note": "July 2026 prices and plan structure."
          }
        ]
      },
      "productB": {
        "id": "zoom-ai",
        "name": "Zoom AI and ZoomMate",
        "summary": "Zoom context plus connected-source search in ZoomMate",
        "detail": "Built-in Zoom AI draws on meetings, chat, docs, mail, and other authorized Zoom sources. ZoomMate adds cited agentic search across the web and connected systems such as Salesforce, Jira, Slack, ServiceNow, Google, and Microsoft. It is broad context, though not organized primarily as meeting-specific person and company timelines.",
        "level": "strong",
        "sources": [
          {
            "label": "Zoom AI and ZoomMate overview",
            "url": "https://www.zoom.com/en/products/ai-assistant/",
            "note": "Current ZoomMate, My Notes, free allowance, agentic workflow, credit, and connected-source capabilities."
          },
          {
            "label": "Zoom AI and ZoomMate transition",
            "url": "https://www.zoom.com/en/blog/zoom-ai-companion-zoommate/",
            "note": "Retirement of the AI Companion feature brand, continued built-in Zoom AI, and ZoomMate as the separate agentic product."
          },
          {
            "label": "Zoom agentic AI announcement",
            "url": "https://news.zoom.com/zooms-new-agentic-ai-capabilities-supercharge-focus-and-productivity/",
            "note": "February 2026 My Notes, mobile voice recorder, third-party, and workflow expansion."
          }
        ]
      }
    },
    {
      "key": "sharing",
      "label": "Automatic sharing and workspace defaults",
      "lead": "Fireflies has broader documented support for automatic sharing and workspace defaults.",
      "analysis": "Fireflies: Enterprise admins can match meeting title, host, participants, or internal/external type, then route to a channel, share with users or teams, or enforce privacy. This is genuinely strong automation. The default recap visibility is broader than many buyers expect—teammates plus anyone holding the link—so configure the workspace default deliberately. Zoom AI: Account and group settings can automatically share Zoom meeting summaries with the host, internal invitees, or all invitees. My Notes starts private and must be shared manually into Zoom or Slack destinations, so behavior depends on the capture path.",
      "productA": {
        "id": "fireflies-ai",
        "name": "Fireflies.ai",
        "summary": "Enterprise rules can auto-route, share, and enforce privacy",
        "detail": "Enterprise admins can match meeting title, host, participants, or internal/external type, then route to a channel, share with users or teams, or enforce privacy. This is genuinely strong automation. The default recap visibility is broader than many buyers expect—teammates plus anyone holding the link—so configure the workspace default deliberately.",
        "level": "strong",
        "sources": [
          {
            "label": "Fireflies Rules Engine",
            "url": "https://guide.fireflies.ai/articles/4608292950-learn-about-the-rules-engine-feature",
            "note": "Enterprise conditions and actions for routing, automatic sharing, privacy enforcement, and deletion."
          },
          {
            "label": "Fireflies recap privacy defaults",
            "url": "https://guide.fireflies.ai/articles/5319481450-how-to-configure-privacy-settings-for-your-meeting-recaps",
            "note": "Default teammates-and-link visibility, narrower audience choices, and retroactive privacy changes."
          }
        ]
      },
      "productB": {
        "id": "zoom-ai",
        "name": "Zoom AI and ZoomMate",
        "summary": "Automatic Zoom summary sharing; personal My Notes stay private",
        "detail": "Account and group settings can automatically share Zoom meeting summaries with the host, internal invitees, or all invitees. My Notes starts private and must be shared manually into Zoom or Slack destinations, so behavior depends on the capture path.",
        "level": "available",
        "sources": [
          {
            "label": "Zoom meeting-summary settings",
            "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0057960",
            "note": "Account and group defaults for automatically sharing meeting summaries with hosts and invitees."
          },
          {
            "label": "Zoom My Notes help",
            "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0083849",
            "note": "Desktop/mobile requirements, third-party mobile limits, recording defaults, privacy, transcript, and sharing behavior."
          }
        ]
      }
    },
    {
      "key": "automations",
      "label": "Automations",
      "lead": "Both products document broad support for automations, with different scope and plan limits.",
      "analysis": "Fireflies: Fireflies can automatically create and assign tasks, then route them to Linear, Asana, Monday.com, Planner, Salesforce, and other systems with meeting filters on eligible plans. It also supports specialized AI apps. The experience spans several feature systems rather than one simple general condition/action canvas. Zoom AI: Paid Workplace users can turn meeting, call, chat, and mail context into Zoom Tasks; ZoomMate and Custom AI extend execution into connected systems such as Jira and ServiceNow. The core task workflow is strong, but suggested meeting tasks often require review, while deeper cross-app orchestration belongs to separately licensed products.",
      "productA": {
        "id": "fireflies-ai",
        "name": "Fireflies.ai",
        "summary": "Meeting rules, AI apps, CRM workflows, and automatic task handoff",
        "detail": "Fireflies can automatically create and assign tasks, then route them to Linear, Asana, Monday.com, Planner, Salesforce, and other systems with meeting filters on eligible plans. It also supports specialized AI apps. The experience spans several feature systems rather than one simple general condition/action canvas.",
        "level": "strong",
        "sources": [
          {
            "label": "Fireflies Rules Engine",
            "url": "https://guide.fireflies.ai/articles/4608292950-learn-about-the-rules-engine-feature",
            "note": "Enterprise conditions and actions for routing, automatic sharing, privacy enforcement, and deletion."
          },
          {
            "label": "Fireflies pricing guide",
            "url": "https://guide.fireflies.ai/articles/3734844560-learn-about-the-fireflies-pricing-plans",
            "note": "July 2026 prices and plan structure."
          },
          {
            "label": "Fireflies Tasks Feed",
            "url": "https://guide.fireflies.ai/articles/1574234155-learn-about-the-tasks-feed",
            "note": "Automatic task generation and assignment, all-team task views, completion, reassignment, and project-tool handoff."
          },
          {
            "label": "Fireflies Linear integration",
            "url": "https://guide.fireflies.ai/articles/8360629677-how-to-integrate-linear-with-fireflies",
            "note": "Automatic issue creation, project and status routing, assigned-task filtering, and meeting-rule conditions."
          }
        ]
      },
      "productB": {
        "id": "zoom-ai",
        "name": "Zoom AI and ZoomMate",
        "summary": "Zoom Tasks, native workflows, and newer agentic actions",
        "detail": "Paid Workplace users can turn meeting, call, chat, and mail context into Zoom Tasks; ZoomMate and Custom AI extend execution into connected systems such as Jira and ServiceNow. The core task workflow is strong, but suggested meeting tasks often require review, while deeper cross-app orchestration belongs to separately licensed products.",
        "level": "strong",
        "sources": [
          {
            "label": "Zoom agentic AI announcement",
            "url": "https://news.zoom.com/zooms-new-agentic-ai-capabilities-supercharge-focus-and-productivity/",
            "note": "February 2026 My Notes, mobile voice recorder, third-party, and workflow expansion."
          },
          {
            "label": "Zoom Tasks",
            "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0078289",
            "note": "AI task recommendations from meetings and calls, acceptance flow, assignment, source grouping, completion, due dates, priorities, and generated execution steps."
          }
        ]
      }
    },
    {
      "key": "integrations",
      "label": "Integrations",
      "lead": "Both products document broad support for integrations, with different scope and plan limits.",
      "analysis": "Fireflies: Breadth is a major advantage across CRM, collaboration, storage, dialers, and productivity tools. Verify the plan required for each connector and direction of sync. Zoom AI: Native suite integration is the advantage. Buyers with a mixed stack should map how meeting outcomes reach their CRM, issue tracker, and knowledge base without manual copying.",
      "productA": {
        "id": "fireflies-ai",
        "name": "Fireflies.ai",
        "summary": "100+ integrations plus Zapier and API",
        "detail": "Breadth is a major advantage across CRM, collaboration, storage, dialers, and productivity tools. Verify the plan required for each connector and direction of sync.",
        "level": "strong",
        "sources": [
          {
            "label": "Fireflies integration directory",
            "url": "https://fireflies.ai/integrations",
            "note": "Current first-party directory advertising 100+ integrations across CRM, project, collaboration, storage, and other categories."
          },
          {
            "label": "Fireflies Linear integration",
            "url": "https://guide.fireflies.ai/articles/8360629677-how-to-integrate-linear-with-fireflies",
            "note": "Automatic issue creation, project and status routing, assigned-task filtering, and meeting-rule conditions."
          }
        ]
      },
      "productB": {
        "id": "zoom-ai",
        "name": "Zoom AI and ZoomMate",
        "summary": "Deep Zoom ecosystem plus app marketplace and third-party support",
        "detail": "Native suite integration is the advantage. Buyers with a mixed stack should map how meeting outcomes reach their CRM, issue tracker, and knowledge base without manual copying.",
        "level": "strong",
        "sources": [
          {
            "label": "Zoom AI and ZoomMate overview",
            "url": "https://www.zoom.com/en/products/ai-assistant/",
            "note": "Current ZoomMate, My Notes, free allowance, agentic workflow, credit, and connected-source capabilities."
          },
          {
            "label": "Zoom agentic AI announcement",
            "url": "https://news.zoom.com/zooms-new-agentic-ai-capabilities-supercharge-focus-and-productivity/",
            "note": "February 2026 My Notes, mobile voice recorder, third-party, and workflow expansion."
          }
        ]
      }
    },
    {
      "key": "agentsAndApi",
      "label": "API, MCP, CLI, and data portability",
      "lead": "Both products document broad support for API, MCP, CLI, and data portability, with different scope and plan limits.",
      "analysis": "Fireflies: Fireflies exposes transcripts and core meeting data through GraphQL plus webhooks for custom integrations. Its OAuth or API-key remote MCP server can retrieve full transcripts, summaries, action items, active meetings, analytics, soundbites, channels, and user data; it can also share, rename, organize, and clip meetings. Some advanced search and fetch tools remain experimental. Super Summary and Custom Apps data are still absent from the documented GraphQL API, and content passed into an external AI follows that provider’s retention terms. Zoom AI: Zoom APIs retrieve meeting summaries, recordings, transcripts, and My Notes content. Product-specific remote MCP servers let external agents search meetings and retrieve summaries, recordings, playback links, transcripts, next steps, chat, Canvas, and My Notes, with OAuth scopes and relevant product licenses. The surface is broad but fragmented across Zoom products rather than one meeting-data model.",
      "productA": {
        "id": "fireflies-ai",
        "name": "Fireflies.ai",
        "summary": "GraphQL API, webhooks, and a rich remote MCP server",
        "detail": "Fireflies exposes transcripts and core meeting data through GraphQL plus webhooks for custom integrations. Its OAuth or API-key remote MCP server can retrieve full transcripts, summaries, action items, active meetings, analytics, soundbites, channels, and user data; it can also share, rename, organize, and clip meetings. Some advanced search and fetch tools remain experimental. Super Summary and Custom Apps data are still absent from the documented GraphQL API, and content passed into an external AI follows that provider’s retention terms.",
        "level": "strong",
        "sources": [
          {
            "label": "Fireflies API",
            "url": "https://docs.fireflies.ai/introduction",
            "note": "GraphQL authentication, user/admin scope, available meeting data, and current Super Summary/Custom Apps gaps."
          },
          {
            "label": "Fireflies MCP tools",
            "url": "https://docs.fireflies.ai/mcp-tools/overview",
            "note": "Remote MCP authentication, full meeting-data access, read/write tools, and experimental-tool status."
          }
        ]
      },
      "productB": {
        "id": "zoom-ai",
        "name": "Zoom AI and ZoomMate",
        "summary": "Broad APIs plus product-specific remote MCP servers",
        "detail": "Zoom APIs retrieve meeting summaries, recordings, transcripts, and My Notes content. Product-specific remote MCP servers let external agents search meetings and retrieve summaries, recordings, playback links, transcripts, next steps, chat, Canvas, and My Notes, with OAuth scopes and relevant product licenses. The surface is broad but fragmented across Zoom products rather than one meeting-data model.",
        "level": "strong",
        "sources": [
          {
            "label": "Zoom My Notes API",
            "url": "https://developers.zoom.us/docs/my-notes/",
            "note": "Programmatic access to My Notes content, transcripts, action items, and external workflows."
          },
          {
            "label": "Zoom meeting APIs",
            "url": "https://developers.zoom.us/docs/api/meetings/",
            "note": "Meeting-summary, recording, transcript, and AI Companion controls and scopes."
          },
          {
            "label": "Zoom remote MCP servers",
            "url": "https://developers.zoom.us/docs/mcp/servers/",
            "note": "Product-specific remote MCP endpoints, OAuth, rate limits, and supported interaction model."
          },
          {
            "label": "Zoom for Claude connector",
            "url": "https://developers.zoom.us/docs/mcp/plug-ins-and-connectors/claude-connector/",
            "note": "Meeting search plus summaries, recordings, transcripts, playback links, next steps, My Notes, chat, and Canvas access."
          }
        ]
      }
    },
    {
      "key": "admin",
      "label": "Security, privacy, and admin",
      "lead": "Both products document broad support for security, privacy, and admin, with different scope and plan limits.",
      "analysis": "Fireflies: Enterprise adds SSO/SCIM, Rules Engine governance, custom retention, and private storage. Its Super Admin role can access every workspace meeting, including “Only Me” content—useful for compliance, but a material privacy-policy decision. Fireflies says meeting content is never used for internal or external model training. Zoom AI: Enterprise administration is strong but settings and entitlements are complex across recordings, AI Companion, My Notes, third-party notetakers, regions, model routing, and retention. Zoom does not train on customer communications content; Zoom-hosted-only and zero-retention modes are available through account-team configuration for supported features.",
      "productA": {
        "id": "fireflies-ai",
        "name": "Fireflies.ai",
        "summary": "Business and Enterprise governance",
        "detail": "Enterprise adds SSO/SCIM, Rules Engine governance, custom retention, and private storage. Its Super Admin role can access every workspace meeting, including “Only Me” content—useful for compliance, but a material privacy-policy decision. Fireflies says meeting content is never used for internal or external model training.",
        "level": "strong",
        "sources": [
          {
            "label": "Fireflies pricing guide",
            "url": "https://guide.fireflies.ai/articles/3734844560-learn-about-the-fireflies-pricing-plans",
            "note": "July 2026 prices and plan structure."
          },
          {
            "label": "Fireflies storage limits",
            "url": "https://guide.fireflies.ai/articles/4777633252-learn-about-meeting-storage-limits",
            "note": "Current storage limits by plan; its Free figure conflicts with an older Free-plan article."
          },
          {
            "label": "Fireflies Rules Engine",
            "url": "https://guide.fireflies.ai/articles/4608292950-learn-about-the-rules-engine-feature",
            "note": "Enterprise conditions and actions for routing, automatic sharing, privacy enforcement, and deletion."
          },
          {
            "label": "Fireflies data safety",
            "url": "https://guide.fireflies.ai/articles/2154538358-policy-on-keeping-information-safe",
            "note": "No-training and third-party zero-retention commitments plus governance controls."
          },
          {
            "label": "Fireflies compliance recording modes",
            "url": "https://guide.fireflies.ai/articles/3598930706-set-up-transcript-only-mode-for-compliance",
            "note": "Full-record, text-only, summary-only, and summary-plus-audio retention modes."
          },
          {
            "label": "Fireflies Enterprise controls",
            "url": "https://guide.fireflies.ai/articles/4771323041-learn-about-fireflies-enterprise-plan",
            "note": "SSO, SCIM, private storage, retention, and Super Admin access behavior."
          }
        ]
      },
      "productB": {
        "id": "zoom-ai",
        "name": "Zoom AI and ZoomMate",
        "summary": "Mature enterprise Zoom controls with feature-specific settings",
        "detail": "Enterprise administration is strong but settings and entitlements are complex across recordings, AI Companion, My Notes, third-party notetakers, regions, model routing, and retention. Zoom does not train on customer communications content; Zoom-hosted-only and zero-retention modes are available through account-team configuration for supported features.",
        "level": "strong",
        "sources": [
          {
            "label": "Zoom AI and ZoomMate overview",
            "url": "https://www.zoom.com/en/products/ai-assistant/",
            "note": "Current ZoomMate, My Notes, free allowance, agentic workflow, credit, and connected-source capabilities."
          },
          {
            "label": "Zoom meeting-summary settings",
            "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0057960",
            "note": "Account and group defaults for automatically sharing meeting summaries with hosts and invitees."
          },
          {
            "label": "Zoom AI Companion security and privacy",
            "url": "https://library.zoom.com/ai/ai-whitepaper",
            "note": "No-training commitment, model-provider routing, regional processing, temporary retention, and zero-retention options."
          }
        ]
      }
    },
    {
      "key": "languages",
      "label": "Languages",
      "lead": "Both products document broad support for languages, with different scope and plan limits.",
      "analysis": "Fireflies: Fireflies advertises broad transcription coverage. Real-world speaker separation and accuracy still depend on capture mode, room acoustics, accents, and vocabulary. Zoom AI: Zoom supports many spoken languages across transcription and AI features, but coverage is feature-specific. Confirm the exact meeting-summary and question-answering language needed.",
      "productA": {
        "id": "fireflies-ai",
        "name": "Fireflies.ai",
        "summary": "100+ languages advertised",
        "detail": "Fireflies advertises broad transcription coverage. Real-world speaker separation and accuracy still depend on capture mode, room acoustics, accents, and vocabulary.",
        "level": "strong",
        "sources": [
          {
            "label": "Fireflies pricing guide",
            "url": "https://guide.fireflies.ai/articles/3734844560-learn-about-the-fireflies-pricing-plans",
            "note": "July 2026 prices and plan structure."
          }
        ]
      },
      "productB": {
        "id": "zoom-ai",
        "name": "Zoom AI and ZoomMate",
        "summary": "Broad multilingual support, varying by AI feature",
        "detail": "Zoom supports many spoken languages across transcription and AI features, but coverage is feature-specific. Confirm the exact meeting-summary and question-answering language needed.",
        "level": "strong",
        "sources": [
          {
            "label": "Zoom AI and ZoomMate overview",
            "url": "https://www.zoom.com/en/products/ai-assistant/",
            "note": "Current ZoomMate, My Notes, free allowance, agentic workflow, credit, and connected-source capabilities."
          },
          {
            "label": "Zoom Voice Recorder",
            "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0080794",
            "note": "Mobile in-person audio, transcript, summary, speaker-name editing, language scope, and account requirements."
          }
        ]
      }
    }
  ],
  "directComparison": null,
  "thirdOption": {
    "product": {
      "id": "circleback",
      "name": "Circleback",
      "shortName": "Circleback",
      "logoPath": "/logos/circleback_square.png",
      "website": "https://circleback.ai",
      "tagline": "Every meeting becomes useful company memory.",
      "positioning": "Circleback turns online meetings, in-person conversations, and imported calls into one shared company memory. Record with a bot, with the botless desktop app, from an iPhone or Android phone, or on Apple Watch. Every route produces the same speaker-labeled record, detailed notes designed to stand alone, and automatically assigned action items. Sharing rules and automations carry the useful parts into the teams and tools that need them. Circleback is built for people and AI agents: the complete meeting record available to a person is also available programmatically through its API, MCP, and CLI.",
      "bestFor": "Companies that want one shared meeting system across sales, product, engineering, recruiting, customer success, and leadership—with automatic sharing, function-specific workflows, and complete data for people, agents, and their own software.",
      "lessIdealFor": "A team that only wants a cheap transcript now and then, or a sales organization buying mainly for forecasting and rep coaching.",
      "decisionSummary": {
        "fit": "Every meeting becomes shared, useful company memory",
        "chooseFor": [
          "Detailed notes; always speaker-labeled",
          "People and AI agents; leading security"
        ],
        "watchFor": [
          "Paid plans are per user",
          "Not a forecasting suite"
        ]
      },
      "pricing": {
        "headline": "Free; Pro from $15/user/month annually; Business from $25/user/month annually; Enterprise $35/user/month, billed annually",
        "detail": "Free includes unlimited meetings and members with 30 days of meeting and recording history, limited automations, and API, MCP, and CLI access. Pro adds automations with all integrations, including Notion, HubSpot, Salesforce, Attio, webhooks, and many more apps, plus custom AI insights. Paid prices are per user/month: Pro is $15 with annual billing or $18 month-to-month; Business is $25 or $29; Enterprise is $35 with annual billing only. See https://circleback.ai/pricing for current plan packaging.",
        "freePlan": "Free includes unlimited meetings and members, with 30 days of meeting and recording history, limited automations, and API, MCP, and CLI access."
      },
      "strengths": [
        "Online, in-person, phone, desktop, mobile, Watch, bot, and botless capture all produce a speaker-labeled transcript; every route can keep its recording or discard it after notes are made.",
        "The notes are detailed enough to stand alone, while automatically assigned action items stay trackable across the workspace and can become issues in Linear or another work tracker.",
        "Conditional automatic sharing, company context, free viewers, enforced defaults, and actions in connected apps make each meeting useful beyond the person who recorded it.",
        "Circleback is built for people and AI agents. The complete meeting record available to a person—including the recording, full speaker-labeled transcript, notes, action items, attendees, people, and companies—is also available programmatically through the public API, MCP, and CLI.",
        "Industry-leading security practices include encryption at rest and in transit, SOC 2 Type II, EU-U.S. Data Privacy Framework certification, GDPR support, and HIPAA compliance. Customer data is never used to train models, and an external infrastructure pentest report is available through the security portal."
      ],
      "tradeoffs": [
        "The Free plan has shorter history and limited automations. Pro adds automations with all integrations, including Notion, HubSpot, Salesforce, Attio, webhooks, and many more apps, plus custom AI insights. A solo user who only wants occasional transcripts may find a more generous free recorder elsewhere.",
        "It is not a sales forecasting suite. Gong goes further on deal inspection, rep coaching, and forecasting.",
        "It is not a live meeting coach. Read AI goes further on real-time engagement and sentiment signals, while Krisp specializes in cleaning up audio before it reaches the transcript.",
        "Circleback’s primary processing operations are in the United States. A company with a hard regional-hosting or on-premises requirement should confirm fit during security review."
      ],
      "chooseIf": [
        "You want the same speaker-labeled record from an online call, a room, a phone recording, or your Watch.",
        "You want notes designed to stand alone and follow-through that does not disappear inside each meeting: assigned action items, one workspace-wide list, and a path into your issue tracker.",
        "You want Circleback to look things up and do the next step in the apps where your team works.",
        "You want coworkers, ChatGPT, Claude, other agents, and your own tools to use the same company context."
      ],
      "features": {
        "capture": {
          "summary": "Any meeting, with the same speaker-labeled result",
          "detail": "Use the meeting bot for scheduled Zoom, Google Meet, Teams, and Webex calls; record locally from macOS or Windows with no bot; use iPhone, Android, or Apple Watch in person; or import a phone call or existing file. Whichever path you take, Circleback processes it into a speaker-labeled transcript, notes, and action items in the same workspace.",
          "level": "strong"
        },
        "platforms": {
          "summary": "Web, macOS, Windows, iOS, Android, and Apple Watch",
          "detail": "Desktop apps handle bot-free system audio and video. The iOS and Android apps record in-person conversations and include Assistant. Apple Watch can record from your wrist without the iPhone nearby, then sends the meeting through the same transcription and notes pipeline.",
          "level": "strong"
        },
        "inPerson": {
          "summary": "Phone, desktop, or Watch—with speaker labels",
          "detail": "Record an in-person meeting from iOS, Android, macOS, Windows, or Apple Watch. Circleback separates and labels the speakers instead of returning one undifferentiated wall of text. Imported phone recordings get the same treatment.",
          "level": "strong"
        },
        "recordings": {
          "summary": "A recording when you want one; notes-only when you do not",
          "detail": "Every capture route can keep the source recording with the meeting. Play it beside the transcript, download it, link to a moment, or make a clip. If you only want notes and the speaker-labeled transcript, turn recording storage off.",
          "level": "strong"
        },
        "notesAndSearch": {
          "summary": "Detailed standalone notes, assigned action items, and cited search",
          "detail": "Our editorial judgment is that Circleback’s notes are more detailed and need less transcript archaeology than the short recaps common in meeting tools. It automatically creates action items, assigns each one to an owner when the conversation makes the owner clear, and gathers work from every meeting in a workspace-wide view where it can be filtered and marked done. Custom insights extract the fields a team cares about, while Assistant searches meetings and connected email with citations.",
          "level": "strong"
        },
        "companyMemory": {
          "summary": "A shared company memory, not isolated meeting pages",
          "detail": "Person and company pages combine rolling summaries, relationship timelines, emails, meetings, attendees, and upcoming events. Search and Assistant work across that context, so a conversation stays useful to the next person and the next team.",
          "level": "strong"
        },
        "sharing": {
          "summary": "Conditional automatic sharing with workspace safeguards",
          "detail": "Automations can share matching meetings with specific people, teams, or the whole workspace based on titles, participants, invitee emails or domains, tags, and combined conditions. Admins can set or enforce default sharing access while members retain explicit controls for private or sensitive conversations.",
          "level": "strong"
        },
        "automations": {
          "summary": "One automation layer for every function",
          "detail": "Run actions when meetings match conditions, extract the fields each team cares about, share notes, and route the result into the system where work happens. Sales can update the CRM; product and research can collect themes; engineering can open assigned issues in Linear or another tracker; recruiting and customer teams can route structured follow-up. Automations also post to Slack, call webhooks, and re-run against older meetings.",
          "level": "strong"
        },
        "integrations": {
          "summary": "Search other apps, then do the work there",
          "detail": "Circleback Assistant can look up context and take actions in tools such as Linear, Notion, Asana, HubSpot, PostHog, Attio, Ashby, and Intercom. Automations can create Linear issues from assigned meeting action items, write action items to monday.com, and send outcomes to Slack, Salesforce, Zoho, and more. Zapier, Make, webhooks, and custom MCP servers cover the long tail.",
          "level": "strong"
        },
        "agentsAndApi": {
          "summary": "The same complete meeting data for people and AI agents",
          "detail": "Circleback is built for people and AI agents. The complete meeting record a person can access—its full speaker-labeled transcript, recording, notes, action items, metadata, attendees, and related people and companies—is also available programmatically through the public API, MCP, and CLI. The API also supports action-item updates. MCP and CLI are read-only and add search and retrieval across meetings, transcripts, action items, calendars, email, people, companies, and tags. Use the stack from ChatGPT or Claude, build internal tools, or receive meeting payloads by webhook.",
          "level": "strong"
        },
        "admin": {
          "summary": "Industry-leading security, privacy, and governance",
          "detail": "Customer data is encrypted at rest and in transit and never used to train models. Circleback is SOC 2 Type II, certified under the EU-U.S. Data Privacy Framework, supports GDPR obligations, and is HIPAA-compliant with BAAs available. The security portal includes compliance materials and an external infrastructure pentest report. Available controls include single sign-on (SAML or OIDC) and SCIM provisioning, configurable data retention and recording storage, enforced workspace and sharing settings, teams and roles, domain and API key access controls, centralized billing, usage reporting, and free viewer seats.",
          "level": "strong"
        },
        "languages": {
          "summary": "100+ transcription languages",
          "detail": "Users can choose from more than 100 meeting languages and separately control the output language used for generated notes.",
          "level": "strong"
        }
      },
      "sources": [
        {
          "label": "Circleback product guide",
          "url": "https://circleback.ai/llms.txt",
          "note": "Capture modes, apps, search, automations, integrations, recordings, MCP, CLI, webhooks, and security resources."
        },
        {
          "label": "Circleback pricing",
          "url": "https://circleback.ai/pricing",
          "note": "Current plan prices, included features, Business controls, Enterprise options, and free viewer seats."
        },
        {
          "label": "Circleback recording guide",
          "url": "https://support.circleback.ai/en/articles/11090138-getting-started-with-recording",
          "note": "Desktop, mobile, bot, and import capture paths for online and in-person conversations."
        },
        {
          "label": "Circleback optional recording storage",
          "url": "https://support.circleback.ai/en/articles/10581965-configure-whether-meeting-recordings-are-saved",
          "note": "Keep notes, action items, transcript, and insights while disabling stored audio and video."
        },
        {
          "label": "Circleback mobile and Apple Watch apps",
          "url": "https://circleback.ai/mobile",
          "note": "iOS, Android, and Apple Watch capture for in-person meetings and conversations."
        },
        {
          "label": "Circleback public API",
          "url": "https://circleback.ai/docs/api",
          "note": "Programmatic access to the complete meeting record available in Circleback, including notes, action items, transcripts, recordings, people, and companies."
        },
        {
          "label": "Circleback MCP documentation",
          "url": "https://support.circleback.ai/en/articles/13249081-circleback-mcp",
          "note": "Read-only access from ChatGPT, Claude, Cursor, Codex, and other MCP clients to meetings, transcripts, action items, people, companies, calendar, email, and tags."
        },
        {
          "label": "Circleback CLI documentation",
          "url": "https://support.circleback.ai/en/articles/14677613-circleback-cli",
          "note": "Command-line and JSON access to meetings, speaker-labeled transcripts, action items, calendars, email, people, companies, and cross-meeting action-item search."
        },
        {
          "label": "Circleback Assistant connectors",
          "url": "https://support.circleback.ai/en/articles/13615023-ask-circleback-assistant",
          "note": "Search and take action in connected work apps from Circleback Assistant."
        },
        {
          "label": "Circleback automatic sharing",
          "url": "https://support.circleback.ai/en/articles/10460582-automatically-share-meetings-with-your-workspace",
          "note": "Conditional sharing by meeting title, participants, invitee emails or domains, and tags to people, teams, or the workspace."
        },
        {
          "label": "Circleback enforced workspace settings",
          "url": "https://support.circleback.ai/en/articles/11095989-default-and-enforced-workspace-settings",
          "note": "Admin-controlled defaults for sharing access, recording storage, joining preferences, and other meeting settings."
        },
        {
          "label": "Circleback security and data processing",
          "url": "https://circleback.ai/dpa",
          "note": "Retention responsibilities, subprocessors, and United States primary processing operations."
        },
        {
          "label": "Circleback security overview",
          "url": "https://support.circleback.ai/en/articles/10460553-security",
          "note": "Encryption at rest and in transit, SOC 2 Type II, no-training commitment, GDPR support, HIPAA compliance and BAA availability, EU-U.S. Data Privacy Framework certification, and an external infrastructure pentest."
        },
        {
          "label": "Circleback security portal",
          "url": "https://security.circleback.ai/",
          "note": "Compliance materials, security controls, subprocessors, and an external infrastructure pentest report."
        },
        {
          "label": "Circleback action items in Linear",
          "url": "https://support.circleback.ai/en/articles/13622158-integrate-with-linear",
          "note": "Automatically create Linear issues from meeting action items and preserve the matched assignee."
        }
      ]
    },
    "label": "A third option to consider"
  },
  "faqs": [
    {
      "question": "Which is better: Fireflies.ai or Zoom AI and ZoomMate?",
      "answer": "Fireflies is the independent, integration-heavy assistant. Zoom AI is the bundled suite choice with the smoothest experience in Zoom meetings, Team Chat, Docs, and Hub."
    },
    {
      "question": "Which is less expensive, Fireflies.ai or Zoom AI and ZoomMate?",
      "answer": "Fireflies.ai: Free; Pro from $10/user/month annually. Zoom AI and ZoomMate: Limited My Notes is free; core Zoom AI is bundled with paid Workplace; ZoomMate is separate. Compare the paid seats, included usage, recording access, and admin features you actually need."
    },
    {
      "question": "Can Fireflies.ai and Zoom AI and ZoomMate record without a bot?",
      "answer": "Fireflies.ai: Bot, bot-free desktop, mobile, and SDK-based capture. Zoom AI and ZoomMate: Native Zoom, a third-party bot, bot-free desktop My Notes, and mobile voice recording. The useful check is whether your required capture mode keeps video, a recording, and speaker names."
    },
    {
      "question": "Which is better for a whole company?",
      "answer": "First ask who gets each note automatically; otherwise useful context stays with the recorder. Then compare permissions, retention, and enforced defaults. Fireflies: Enterprise rules can auto-route, share, and enforce privacy. Zoom AI: Automatic Zoom summary sharing; personal My Notes stay private."
    },
    {
      "question": "Can I access and move the full meeting data?",
      "answer": "Fireflies: GraphQL API, webhooks, and a rich remote MCP server. Zoom AI: Broad APIs plus product-specific remote MCP servers. Check the selected plan, authentication model, transcript scope, export format, and retention window for the workflow you need."
    },
    {
      "question": "How was this comparison researched?",
      "answer": "We use first-party pricing pages, product pages, help docs, and release notes for both products. The sources are linked below."
    }
  ],
  "variableMeasured": [
    "Capture options",
    "Desktop and mobile",
    "In-person capture and speaker labels",
    "Recordings, playback, and clips",
    "Notes, action items, and search",
    "People, companies, and context",
    "Automatic sharing and workspace defaults",
    "Automations",
    "Integrations",
    "API, MCP, CLI, and data portability",
    "Security, privacy, and admin",
    "Languages"
  ],
  "sources": [
    {
      "productId": "fireflies-ai",
      "productName": "Fireflies.ai",
      "label": "Fireflies pricing guide",
      "url": "https://guide.fireflies.ai/articles/3734844560-learn-about-the-fireflies-pricing-plans",
      "note": "July 2026 prices and plan structure."
    },
    {
      "productId": "fireflies-ai",
      "productName": "Fireflies.ai",
      "label": "Fireflies unlimited free transcripts",
      "url": "https://guide.fireflies.ai/articles/8632872350-how-to-get-unlimited-meeting-transcripts-on-fireflies-ai-s-free-plan",
      "note": "Auto-join and Share-all requirements for unlimited free transcription."
    },
    {
      "productId": "fireflies-ai",
      "productName": "Fireflies.ai",
      "label": "Fireflies storage limits",
      "url": "https://guide.fireflies.ai/articles/4777633252-learn-about-meeting-storage-limits",
      "note": "Current storage limits by plan; its Free figure conflicts with an older Free-plan article."
    },
    {
      "productId": "fireflies-ai",
      "productName": "Fireflies.ai",
      "label": "Fireflies bot-free desktop recording",
      "url": "https://guide.fireflies.ai/articles/6666374717-how-to-record-meetings-without-a-bot-on-the-fireflies-desktop-app",
      "note": "No AV files, generic speakers, and Sales Assist limitation."
    },
    {
      "productId": "fireflies-ai",
      "productName": "Fireflies.ai",
      "label": "Fireflies desktop app",
      "url": "https://guide.fireflies.ai/articles/1208704416-getting-started-with-the-fireflies-desktop-app",
      "note": "Capture modes, Live Assist, and bot versus botless behavior."
    },
    {
      "productId": "fireflies-ai",
      "productName": "Fireflies.ai",
      "label": "Fireflies mobile app",
      "url": "https://guide.fireflies.ai/articles/8937818258-learn-about-fireflies-mobile-app",
      "note": "iOS/Android in-person recording, search, sharing, and tasks."
    },
    {
      "productId": "fireflies-ai",
      "productName": "Fireflies.ai",
      "label": "Fireflies speaker labels",
      "url": "https://guide.fireflies.ai/articles/4994477228-how-to-edit-speaker-labels-or-names-in-a-transcript",
      "note": "Manual corrections and the mobile-recording speaker-detection caveat."
    },
    {
      "productId": "fireflies-ai",
      "productName": "Fireflies.ai",
      "label": "Fireflies API",
      "url": "https://docs.fireflies.ai/introduction",
      "note": "GraphQL authentication, user/admin scope, available meeting data, and current Super Summary/Custom Apps gaps."
    },
    {
      "productId": "fireflies-ai",
      "productName": "Fireflies.ai",
      "label": "Fireflies MCP tools",
      "url": "https://docs.fireflies.ai/mcp-tools/overview",
      "note": "Remote MCP authentication, full meeting-data access, read/write tools, and experimental-tool status."
    },
    {
      "productId": "fireflies-ai",
      "productName": "Fireflies.ai",
      "label": "Fireflies AI credits",
      "url": "https://guide.fireflies.ai/articles/9606045468-fireflies-billing-terms",
      "note": "Workspace-pooled credit allowances, non-seat scaling, and add-on behavior."
    },
    {
      "productId": "fireflies-ai",
      "productName": "Fireflies.ai",
      "label": "Fireflies Tasks Feed",
      "url": "https://guide.fireflies.ai/articles/1574234155-learn-about-the-tasks-feed",
      "note": "Automatic task generation and assignment, all-team task views, completion, reassignment, and project-tool handoff."
    },
    {
      "productId": "fireflies-ai",
      "productName": "Fireflies.ai",
      "label": "Fireflies Linear integration",
      "url": "https://guide.fireflies.ai/articles/8360629677-how-to-integrate-linear-with-fireflies",
      "note": "Automatic issue creation, project and status routing, assigned-task filtering, and meeting-rule conditions."
    },
    {
      "productId": "fireflies-ai",
      "productName": "Fireflies.ai",
      "label": "Fireflies integration directory",
      "url": "https://fireflies.ai/integrations",
      "note": "Current first-party directory advertising 100+ integrations across CRM, project, collaboration, storage, and other categories."
    },
    {
      "productId": "fireflies-ai",
      "productName": "Fireflies.ai",
      "label": "Fireflies Rules Engine",
      "url": "https://guide.fireflies.ai/articles/4608292950-learn-about-the-rules-engine-feature",
      "note": "Enterprise conditions and actions for routing, automatic sharing, privacy enforcement, and deletion."
    },
    {
      "productId": "fireflies-ai",
      "productName": "Fireflies.ai",
      "label": "Fireflies recap privacy defaults",
      "url": "https://guide.fireflies.ai/articles/5319481450-how-to-configure-privacy-settings-for-your-meeting-recaps",
      "note": "Default teammates-and-link visibility, narrower audience choices, and retroactive privacy changes."
    },
    {
      "productId": "fireflies-ai",
      "productName": "Fireflies.ai",
      "label": "Fireflies data safety",
      "url": "https://guide.fireflies.ai/articles/2154538358-policy-on-keeping-information-safe",
      "note": "No-training and third-party zero-retention commitments plus governance controls."
    },
    {
      "productId": "fireflies-ai",
      "productName": "Fireflies.ai",
      "label": "Fireflies compliance recording modes",
      "url": "https://guide.fireflies.ai/articles/3598930706-set-up-transcript-only-mode-for-compliance",
      "note": "Full-record, text-only, summary-only, and summary-plus-audio retention modes."
    },
    {
      "productId": "fireflies-ai",
      "productName": "Fireflies.ai",
      "label": "Fireflies Enterprise controls",
      "url": "https://guide.fireflies.ai/articles/4771323041-learn-about-fireflies-enterprise-plan",
      "note": "SSO, SCIM, private storage, retention, and Super Admin access behavior."
    },
    {
      "productId": "zoom-ai",
      "productName": "Zoom AI and ZoomMate",
      "label": "Zoom AI and ZoomMate overview",
      "url": "https://www.zoom.com/en/products/ai-assistant/",
      "note": "Current ZoomMate, My Notes, free allowance, agentic workflow, credit, and connected-source capabilities."
    },
    {
      "productId": "zoom-ai",
      "productName": "Zoom AI and ZoomMate",
      "label": "Zoom AI and ZoomMate transition",
      "url": "https://www.zoom.com/en/blog/zoom-ai-companion-zoommate/",
      "note": "Retirement of the AI Companion feature brand, continued built-in Zoom AI, and ZoomMate as the separate agentic product."
    },
    {
      "productId": "zoom-ai",
      "productName": "Zoom AI and ZoomMate",
      "label": "Zoom AI and My Notes pricing",
      "url": "https://zoom.us/pricing/aic",
      "note": "Basic allowances, paid Workplace inclusion, My Notes, ZoomMate licensing, and AI-credit packaging."
    },
    {
      "productId": "zoom-ai",
      "productName": "Zoom AI and ZoomMate",
      "label": "Zoom third-party meeting support",
      "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0080354",
      "note": "Google Meet/Teams calendar requirements, visible bot, and paid-plan eligibility."
    },
    {
      "productId": "zoom-ai",
      "productName": "Zoom AI and ZoomMate",
      "label": "Zoom agentic AI announcement",
      "url": "https://news.zoom.com/zooms-new-agentic-ai-capabilities-supercharge-focus-and-productivity/",
      "note": "February 2026 My Notes, mobile voice recorder, third-party, and workflow expansion."
    },
    {
      "productId": "zoom-ai",
      "productName": "Zoom AI and ZoomMate",
      "label": "Zoom My Notes mobile",
      "url": "https://news.zoom.com/my-notes-on-mobile/",
      "note": "May 2026 in-person capture, privacy, sync, and sharing destinations."
    },
    {
      "productId": "zoom-ai",
      "productName": "Zoom AI and ZoomMate",
      "label": "Zoom My Notes help",
      "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0083849",
      "note": "Desktop/mobile requirements, third-party mobile limits, recording defaults, privacy, transcript, and sharing behavior."
    },
    {
      "productId": "zoom-ai",
      "productName": "Zoom AI and ZoomMate",
      "label": "Zoom Voice Recorder",
      "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0080794",
      "note": "Mobile in-person audio, transcript, summary, speaker-name editing, language scope, and account requirements."
    },
    {
      "productId": "zoom-ai",
      "productName": "Zoom AI and ZoomMate",
      "label": "Zoom Smart Name Tags",
      "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0082489",
      "note": "Admin-controlled voice-profile enrollment and automatic naming in Voice Recorder transcripts."
    },
    {
      "productId": "zoom-ai",
      "productName": "Zoom AI and ZoomMate",
      "label": "Zoom Tasks",
      "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0078289",
      "note": "AI task recommendations from meetings and calls, acceptance flow, assignment, source grouping, completion, due dates, priorities, and generated execution steps."
    },
    {
      "productId": "zoom-ai",
      "productName": "Zoom AI and ZoomMate",
      "label": "Zoom My Notes API",
      "url": "https://developers.zoom.us/docs/my-notes/",
      "note": "Programmatic access to My Notes content, transcripts, action items, and external workflows."
    },
    {
      "productId": "zoom-ai",
      "productName": "Zoom AI and ZoomMate",
      "label": "Zoom meeting APIs",
      "url": "https://developers.zoom.us/docs/api/meetings/",
      "note": "Meeting-summary, recording, transcript, and AI Companion controls and scopes."
    },
    {
      "productId": "zoom-ai",
      "productName": "Zoom AI and ZoomMate",
      "label": "Zoom remote MCP servers",
      "url": "https://developers.zoom.us/docs/mcp/servers/",
      "note": "Product-specific remote MCP endpoints, OAuth, rate limits, and supported interaction model."
    },
    {
      "productId": "zoom-ai",
      "productName": "Zoom AI and ZoomMate",
      "label": "Zoom for Claude connector",
      "url": "https://developers.zoom.us/docs/mcp/plug-ins-and-connectors/claude-connector/",
      "note": "Meeting search plus summaries, recordings, transcripts, playback links, next steps, My Notes, chat, and Canvas access."
    },
    {
      "productId": "zoom-ai",
      "productName": "Zoom AI and ZoomMate",
      "label": "Zoom meeting-summary settings",
      "url": "https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0057960",
      "note": "Account and group defaults for automatically sharing meeting summaries with hosts and invitees."
    },
    {
      "productId": "zoom-ai",
      "productName": "Zoom AI and ZoomMate",
      "label": "Zoom AI Companion security and privacy",
      "url": "https://library.zoom.com/ai/ai-whitepaper",
      "note": "No-training commitment, model-provider routing, regional processing, temporary retention, and zero-retention options."
    }
  ],
  "methodology": {
    "approach": "First-party pricing, product documentation, help-center articles, and release notes. Capability levels describe documented breadth, not overall product quality. Competitor strengths and material plan or capture-mode limits are both included. No pay-to-play rankings.",
    "ratingLabels": {
      "strong": "Broad support",
      "available": "Available with limits",
      "limited": "Narrow or indirect",
      "not-available": "Not documented"
    },
    "ratingScale": {
      "strong": "Broad native support across the product or relevant paid plans.",
      "available": "Documented support with meaningful scope, mode, or plan limits.",
      "limited": "Narrow, indirect, beta, or substantially plan-gated support.",
      "not-available": "No current first-party documentation for a native option."
    },
    "claimLevelEvidence": "Each feature dimension includes the exact first-party sources used for both products.",
    "limitations": "Prices and features change. Check the linked sources and test both products on real calls."
  }
}
