{
  "@context": "https://schema.org",
  "@type": "Dataset",
  "@id": "https://circleback.ai/compare/notion-meeting-recorder-vs-fireflies-ai#dataset",
  "schemaVersion": 4,
  "type": "SoftwareApplicationComparison",
  "slug": "notion-meeting-recorder-vs-fireflies-ai",
  "url": "https://circleback.ai/compare/notion-meeting-recorder-vs-fireflies-ai",
  "canonicalUrl": "https://circleback.ai/compare/notion-meeting-recorder-vs-fireflies-ai",
  "title": "Notion AI vs Fireflies: pricing, features, and which is better",
  "description": "Compare Notion AI vs Fireflies 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/notion-meeting-recorder-vs-fireflies-ai",
    "markdown": "https://circleback.ai/compare/notion-meeting-recorder-vs-fireflies-ai.md",
    "json": "https://circleback.ai/compare/notion-meeting-recorder-vs-fireflies-ai.json",
    "describedBy": "https://circleback.ai/compare/llms.txt"
  },
  "editorialPerspective": "Neutral competitor comparison; Circleback is presented only as a labeled third option.",
  "verdict": "Notion AI is a focused way to make a project page from a meeting. Fireflies is a broader assistant with bot, desktop, mobile, live help, API, and many integrations.",
  "products": [
    {
      "id": "notion-meeting-recorder",
      "name": "Notion AI Meeting Notes",
      "shortName": "Notion AI",
      "logoPath": "/logos/notion.svg",
      "website": "https://www.notion.com/product/ai-meeting-notes",
      "tagline": "Bot-free meeting notes placed directly inside the workspace your team already uses.",
      "positioning": "Notion AI Meeting Notes is compelling because there is almost no new destination to adopt: a transcript and summary become a Notion page next to projects and docs. It is a document-first meeting layer rather than an automatic company-wide meeting system, with important capture, speaker, sharing, and playback limits.",
      "bestFor": "Notion-centric people and teams that mainly want a meeting page beside existing docs and do not need durable video, broad capture automation, enforced sharing, or meeting-specific workflows.",
      "lessIdealFor": "Teams that need reliably labeled group speakers, persistent recordings, scheduled autonomous capture, mobile capture of other apps, enforced auto-sharing, or CRM-grade post-meeting automations.",
      "decisionSummary": {
        "fit": "Meeting notes inside an existing Notion workspace",
        "chooseFor": [
          "Notes beside project docs",
          "Simple, manual bot-free capture"
        ],
        "watchFor": [
          "No durable playback, video, or clips",
          "Group speaker labels can be unreliable"
        ]
      },
      "pricing": {
        "headline": "Included with Notion Business at $20/member/month annually; Enterprise is custom",
        "detail": "AI Meeting Notes requires a Business or Enterprise workspace. Business is listed at $20 per member per month with annual billing. That can be useful bundled value for a team already paying for Notion, but it is not included on Free or Plus and every workspace member is a paid seat.",
        "freePlan": "No: the meeting-notes feature requires Business or Enterprise."
      },
      "strengths": [
        "Notes land directly in Notion databases, pages, projects, and permissions without a separate meeting library.",
        "Bot-free system-audio capture on the desktop app avoids adding a visible meeting participant.",
        "Custom summary instructions, transcript citations, file upload, and Notion AI make the output immediately useful in an existing knowledge base.",
        "Meeting notes generate action items, and Notion Agent can help add owners, priorities, and due dates or update connected Notion projects.",
        "The public API exposes full meeting transcripts, while Notion MCP, its first-party CLI, and beta Workers give developers and agents broad access to read, update, and extend the surrounding workspace.",
        "Notion and its AI subprocessors do not train on customer data by default; Enterprise workspaces also use zero-retention LLM-provider processing by default."
      ],
      "tradeoffs": [
        "The feature is still labeled beta, has a ten-hour daily limit, and is not available offline.",
        "Browser and mobile capture are microphone-only, so they cannot hear audio from another meeting app on the same device.",
        "Speaker labeling is most reliable for desktop virtual one-on-ones, is English-only, and can be unreliable for group or in-person meetings.",
        "There is no durable collaborative meeting video, synchronized playback, moments, or clips; local audio is optional and temporary."
      ],
      "chooseIf": [
        "Your team already runs its knowledge base in Notion Business or Enterprise.",
        "You prefer starting a bot-free note manually and care more about the resulting page than a recording library.",
        "The meeting output mostly needs to become project documentation, not trigger a chain of CRM or operational actions."
      ],
      "features": {
        "capture": {
          "summary": "Manual bot-free capture plus audio-file upload",
          "detail": "The Notion desktop app records microphone and system audio without a bot, and supported AAC, M4A, MP3, or WAV files can be uploaded. There is no scheduled notetaker that autonomously joins calls when the user is absent.",
          "level": "available"
        },
        "platforms": {
          "summary": "macOS, Windows, browser, iOS, and Android—with different audio access",
          "detail": "Only the desktop apps capture system audio. Browser and mobile use the microphone, so they cannot capture another conferencing app playing on the same device.",
          "level": "available"
        },
        "inPerson": {
          "summary": "Mobile and desktop microphone capture",
          "detail": "Mobile is suitable for in-person notes, but group speaker labeling is less reliable and browser/mobile sessions cannot capture audio from other apps.",
          "level": "available"
        },
        "recordings": {
          "summary": "Transcript-first; no durable shared video library",
          "detail": "The transcript and summary become a page. Optional local audio is off by default and only the ten most recent recordings are kept on the recorder’s device; there is no synchronized collaborative video playback or clip workflow.",
          "level": "limited"
        },
        "notesAndSearch": {
          "summary": "Strong summaries, action items, and search inside the workspace",
          "detail": "Custom instructions, AI summaries, action items, and transcript citations work well. Notion Agent can help turn actions into tasks with owners, priorities, and dates, while workspace search reaches the surrounding project context. The action step is agent-assisted rather than an automatic meeting-specific task lifecycle.",
          "level": "strong"
        },
        "companyMemory": {
          "summary": "Meeting pages inherit the surrounding Notion knowledge base",
          "detail": "This is the core appeal: meetings can sit beside projects, docs, and databases. It does not build meeting-specific person/company timelines or combine email and calendar relationship history automatically.",
          "level": "available"
        },
        "sharing": {
          "summary": "Private by default; page permissions and personal auto-share rules",
          "detail": "Notes start private and can be moved or shared through normal Notion permissions. Auto-sharing is configured by the individual, not enforced as a workspace-wide meeting-sharing policy.",
          "level": "limited"
        },
        "automations": {
          "summary": "Agent, database, webhook, and Worker automations",
          "detail": "Notion Agent can assign tasks, add priorities and due dates, update project status, and draft follow-up from the resulting page. Beta Workers can receive webhooks, run code, update Notion, and call external APIs. These are capable general workspace primitives, but Notion does not document a comparable automatic meeting condition/action builder that extracts fields and routes every matching meeting by default; Workers also began consuming Notion credits in August 2026.",
          "level": "available"
        },
        "integrations": {
          "summary": "Notion ecosystem, API, MCP, CLI, Workers, and connectors",
          "detail": "Connections come through the broader Notion ecosystem, API, MCP, CLI, Workers, automations, and integration tools. That is now a substantial developer platform, though follow-through is more general-purpose than a meeting-specific CRM or issue-tracker handoff configured from the recorder.",
          "level": "available"
        },
        "agentsAndApi": {
          "summary": "Public API, MCP, and CLI expose meeting notes and transcripts",
          "detail": "Notion’s 2026 API has a meeting-notes block and query endpoint for metadata, summaries, notes, action items, and full transcripts; page Markdown can include the transcript explicitly. Notion MCP can query meeting notes and fetch transcripts with the connected user’s permissions. Its first-party CLI can read and take action in the workspace and build or deploy Workers. This is a strong document-and-meeting developer surface, though it does not expose a retained recording library or meeting-specific person/company graph.",
          "level": "strong"
        },
        "admin": {
          "summary": "Notion workspace controls plus Enterprise transcript deletion",
          "detail": "Normal page permissions and workspace governance apply. Enterprise admins can configure transcript deletion and get zero-retention LLM-provider processing by default; providers may retain customer data for up to 30 days on non-Enterprise workspaces. Meeting-specific enforced sharing and capture defaults remain limited.",
          "level": "available"
        },
        "languages": {
          "summary": "19 supported transcription languages plus three in beta; speaker labeling is English-only",
          "detail": "Notion documents 19 supported meeting-note languages and three additional languages in beta. Speaker labeling is English-only and is most reliable for desktop virtual one-on-ones; group, browser, mobile, and in-person sessions can be unreliable.",
          "level": "limited"
        }
      },
      "sources": [
        {
          "label": "Notion AI Meeting Notes help",
          "url": "https://www.notion.com/help/ai-meeting-notes",
          "note": "Eligibility, beta status, capture differences, limits, speaker labeling, sharing, retention, and local audio behavior."
        },
        {
          "label": "Notion AI Meeting Notes product",
          "url": "https://www.notion.com/product/ai-meeting-notes",
          "note": "Meeting-note search, generated action items, Notion Agent task assignment, project updates, and follow-up workflows."
        },
        {
          "label": "Notion pricing",
          "url": "https://www.notion.com/pricing",
          "note": "Business and Enterprise plan eligibility and current workspace pricing."
        },
        {
          "label": "Notion MCP",
          "url": "https://www.notion.com/help/notion-mcp",
          "note": "How AI tools access authorized Notion workspace content."
        },
        {
          "label": "Notion meeting-notes API",
          "url": "https://developers.notion.com/guides/data-apis/working-with-page-content",
          "note": "Meeting-note metadata, summaries, action items, and full transcript access through the public API."
        },
        {
          "label": "Notion Developer Platform",
          "url": "https://www.notion.com/releases/2026-05-13",
          "note": "First-party CLI, Meeting Notes support in MCP, Markdown API, beta Workers, webhook triggers, and workspace actions for coding agents."
        },
        {
          "label": "Notion AI security and privacy",
          "url": "https://www.notion.com/help/notion-ai-security-practices",
          "note": "No-training defaults, subprocessors, Enterprise zero retention, and non-Enterprise provider retention."
        }
      ]
    },
    {
      "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."
        }
      ]
    }
  ],
  "dimensions": [
    {
      "key": "capture",
      "label": "Capture options",
      "lead": "Fireflies has broader documented support for capture options.",
      "analysis": "Notion AI: The Notion desktop app records microphone and system audio without a bot, and supported AAC, M4A, MP3, or WAV files can be uploaded. There is no scheduled notetaker that autonomously joins calls when the user is absent. 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.",
      "productA": {
        "id": "notion-meeting-recorder",
        "name": "Notion AI Meeting Notes",
        "summary": "Manual bot-free capture plus audio-file upload",
        "detail": "The Notion desktop app records microphone and system audio without a bot, and supported AAC, M4A, MP3, or WAV files can be uploaded. There is no scheduled notetaker that autonomously joins calls when the user is absent.",
        "level": "available",
        "sources": [
          {
            "label": "Notion AI Meeting Notes help",
            "url": "https://www.notion.com/help/ai-meeting-notes",
            "note": "Eligibility, beta status, capture differences, limits, speaker labeling, sharing, retention, and local audio behavior."
          }
        ]
      },
      "productB": {
        "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."
          }
        ]
      }
    },
    {
      "key": "platforms",
      "label": "Desktop and mobile",
      "lead": "Fireflies has broader documented support for desktop and mobile.",
      "analysis": "Notion AI: Only the desktop apps capture system audio. Browser and mobile use the microphone, so they cannot capture another conferencing app playing on the same device. Fireflies: Desktop supports system-audio recording and live assistance. Mobile supports in-person recording, reviewing meetings, search, sharing, and tasks.",
      "productA": {
        "id": "notion-meeting-recorder",
        "name": "Notion AI Meeting Notes",
        "summary": "macOS, Windows, browser, iOS, and Android—with different audio access",
        "detail": "Only the desktop apps capture system audio. Browser and mobile use the microphone, so they cannot capture another conferencing app playing on the same device.",
        "level": "available",
        "sources": [
          {
            "label": "Notion AI Meeting Notes help",
            "url": "https://www.notion.com/help/ai-meeting-notes",
            "note": "Eligibility, beta status, capture differences, limits, speaker labeling, sharing, retention, and local audio behavior."
          }
        ]
      },
      "productB": {
        "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."
          }
        ]
      }
    },
    {
      "key": "inPerson",
      "label": "In-person capture and speaker labels",
      "lead": "Fireflies has broader documented support for in-person capture and speaker labels.",
      "analysis": "Notion AI: Mobile is suitable for in-person notes, but group speaker labeling is less reliable and browser/mobile sessions cannot capture audio from other apps. 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.",
      "productA": {
        "id": "notion-meeting-recorder",
        "name": "Notion AI Meeting Notes",
        "summary": "Mobile and desktop microphone capture",
        "detail": "Mobile is suitable for in-person notes, but group speaker labeling is less reliable and browser/mobile sessions cannot capture audio from other apps.",
        "level": "available",
        "sources": [
          {
            "label": "Notion AI Meeting Notes help",
            "url": "https://www.notion.com/help/ai-meeting-notes",
            "note": "Eligibility, beta status, capture differences, limits, speaker labeling, sharing, retention, and local audio behavior."
          }
        ]
      },
      "productB": {
        "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."
          }
        ]
      }
    },
    {
      "key": "recordings",
      "label": "Recordings, playback, and clips",
      "lead": "Fireflies has broader documented support for recordings, playback, and clips.",
      "analysis": "Notion AI: The transcript and summary become a page. Optional local audio is off by default and only the ten most recent recordings are kept on the recorder’s device; there is no synchronized collaborative video playback or clip workflow. 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.",
      "productA": {
        "id": "notion-meeting-recorder",
        "name": "Notion AI Meeting Notes",
        "summary": "Transcript-first; no durable shared video library",
        "detail": "The transcript and summary become a page. Optional local audio is off by default and only the ten most recent recordings are kept on the recorder’s device; there is no synchronized collaborative video playback or clip workflow.",
        "level": "limited",
        "sources": [
          {
            "label": "Notion AI Meeting Notes help",
            "url": "https://www.notion.com/help/ai-meeting-notes",
            "note": "Eligibility, beta status, capture differences, limits, speaker labeling, sharing, retention, and local audio behavior."
          }
        ]
      },
      "productB": {
        "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."
          }
        ]
      }
    },
    {
      "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": "Notion AI: Custom instructions, AI summaries, action items, and transcript citations work well. Notion Agent can help turn actions into tasks with owners, priorities, and dates, while workspace search reaches the surrounding project context. The action step is agent-assisted rather than an automatic meeting-specific task lifecycle. 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.",
      "productA": {
        "id": "notion-meeting-recorder",
        "name": "Notion AI Meeting Notes",
        "summary": "Strong summaries, action items, and search inside the workspace",
        "detail": "Custom instructions, AI summaries, action items, and transcript citations work well. Notion Agent can help turn actions into tasks with owners, priorities, and dates, while workspace search reaches the surrounding project context. The action step is agent-assisted rather than an automatic meeting-specific task lifecycle.",
        "level": "strong",
        "sources": [
          {
            "label": "Notion AI Meeting Notes help",
            "url": "https://www.notion.com/help/ai-meeting-notes",
            "note": "Eligibility, beta status, capture differences, limits, speaker labeling, sharing, retention, and local audio behavior."
          },
          {
            "label": "Notion AI Meeting Notes product",
            "url": "https://www.notion.com/product/ai-meeting-notes",
            "note": "Meeting-note search, generated action items, Notion Agent task assignment, project updates, and follow-up workflows."
          }
        ]
      },
      "productB": {
        "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."
          }
        ]
      }
    },
    {
      "key": "companyMemory",
      "label": "People, companies, and context",
      "lead": "Both products support people, companies, and context, with different scope and plan limits.",
      "analysis": "Notion AI: This is the core appeal: meetings can sit beside projects, docs, and databases. It does not build meeting-specific person/company timelines or combine email and calendar relationship history automatically. 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.",
      "productA": {
        "id": "notion-meeting-recorder",
        "name": "Notion AI Meeting Notes",
        "summary": "Meeting pages inherit the surrounding Notion knowledge base",
        "detail": "This is the core appeal: meetings can sit beside projects, docs, and databases. It does not build meeting-specific person/company timelines or combine email and calendar relationship history automatically.",
        "level": "available",
        "sources": [
          {
            "label": "Notion AI Meeting Notes help",
            "url": "https://www.notion.com/help/ai-meeting-notes",
            "note": "Eligibility, beta status, capture differences, limits, speaker labeling, sharing, retention, and local audio behavior."
          }
        ]
      },
      "productB": {
        "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."
          }
        ]
      }
    },
    {
      "key": "sharing",
      "label": "Automatic sharing and workspace defaults",
      "lead": "Fireflies has broader documented support for automatic sharing and workspace defaults.",
      "analysis": "Notion AI: Notes start private and can be moved or shared through normal Notion permissions. Auto-sharing is configured by the individual, not enforced as a workspace-wide meeting-sharing policy. 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.",
      "productA": {
        "id": "notion-meeting-recorder",
        "name": "Notion AI Meeting Notes",
        "summary": "Private by default; page permissions and personal auto-share rules",
        "detail": "Notes start private and can be moved or shared through normal Notion permissions. Auto-sharing is configured by the individual, not enforced as a workspace-wide meeting-sharing policy.",
        "level": "limited",
        "sources": [
          {
            "label": "Notion AI Meeting Notes help",
            "url": "https://www.notion.com/help/ai-meeting-notes",
            "note": "Eligibility, beta status, capture differences, limits, speaker labeling, sharing, retention, and local audio behavior."
          }
        ]
      },
      "productB": {
        "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."
          }
        ]
      }
    },
    {
      "key": "automations",
      "label": "Automations",
      "lead": "Fireflies has broader documented support for automations.",
      "analysis": "Notion AI: Notion Agent can assign tasks, add priorities and due dates, update project status, and draft follow-up from the resulting page. Beta Workers can receive webhooks, run code, update Notion, and call external APIs. These are capable general workspace primitives, but Notion does not document a comparable automatic meeting condition/action builder that extracts fields and routes every matching meeting by default; Workers also began consuming Notion credits in August 2026. 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.",
      "productA": {
        "id": "notion-meeting-recorder",
        "name": "Notion AI Meeting Notes",
        "summary": "Agent, database, webhook, and Worker automations",
        "detail": "Notion Agent can assign tasks, add priorities and due dates, update project status, and draft follow-up from the resulting page. Beta Workers can receive webhooks, run code, update Notion, and call external APIs. These are capable general workspace primitives, but Notion does not document a comparable automatic meeting condition/action builder that extracts fields and routes every matching meeting by default; Workers also began consuming Notion credits in August 2026.",
        "level": "available",
        "sources": [
          {
            "label": "Notion AI Meeting Notes help",
            "url": "https://www.notion.com/help/ai-meeting-notes",
            "note": "Eligibility, beta status, capture differences, limits, speaker labeling, sharing, retention, and local audio behavior."
          },
          {
            "label": "Notion AI Meeting Notes product",
            "url": "https://www.notion.com/product/ai-meeting-notes",
            "note": "Meeting-note search, generated action items, Notion Agent task assignment, project updates, and follow-up workflows."
          },
          {
            "label": "Notion Developer Platform",
            "url": "https://www.notion.com/releases/2026-05-13",
            "note": "First-party CLI, Meeting Notes support in MCP, Markdown API, beta Workers, webhook triggers, and workspace actions for coding agents."
          }
        ]
      },
      "productB": {
        "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."
          }
        ]
      }
    },
    {
      "key": "integrations",
      "label": "Integrations",
      "lead": "Fireflies has broader documented support for integrations.",
      "analysis": "Notion AI: Connections come through the broader Notion ecosystem, API, MCP, CLI, Workers, automations, and integration tools. That is now a substantial developer platform, though follow-through is more general-purpose than a meeting-specific CRM or issue-tracker handoff configured from the recorder. 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.",
      "productA": {
        "id": "notion-meeting-recorder",
        "name": "Notion AI Meeting Notes",
        "summary": "Notion ecosystem, API, MCP, CLI, Workers, and connectors",
        "detail": "Connections come through the broader Notion ecosystem, API, MCP, CLI, Workers, automations, and integration tools. That is now a substantial developer platform, though follow-through is more general-purpose than a meeting-specific CRM or issue-tracker handoff configured from the recorder.",
        "level": "available",
        "sources": [
          {
            "label": "Notion AI Meeting Notes help",
            "url": "https://www.notion.com/help/ai-meeting-notes",
            "note": "Eligibility, beta status, capture differences, limits, speaker labeling, sharing, retention, and local audio behavior."
          },
          {
            "label": "Notion MCP",
            "url": "https://www.notion.com/help/notion-mcp",
            "note": "How AI tools access authorized Notion workspace content."
          },
          {
            "label": "Notion Developer Platform",
            "url": "https://www.notion.com/releases/2026-05-13",
            "note": "First-party CLI, Meeting Notes support in MCP, Markdown API, beta Workers, webhook triggers, and workspace actions for coding agents."
          }
        ]
      },
      "productB": {
        "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."
          }
        ]
      }
    },
    {
      "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": "Notion AI: Notion’s 2026 API has a meeting-notes block and query endpoint for metadata, summaries, notes, action items, and full transcripts; page Markdown can include the transcript explicitly. Notion MCP can query meeting notes and fetch transcripts with the connected user’s permissions. Its first-party CLI can read and take action in the workspace and build or deploy Workers. This is a strong document-and-meeting developer surface, though it does not expose a retained recording library or meeting-specific person/company graph. 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.",
      "productA": {
        "id": "notion-meeting-recorder",
        "name": "Notion AI Meeting Notes",
        "summary": "Public API, MCP, and CLI expose meeting notes and transcripts",
        "detail": "Notion’s 2026 API has a meeting-notes block and query endpoint for metadata, summaries, notes, action items, and full transcripts; page Markdown can include the transcript explicitly. Notion MCP can query meeting notes and fetch transcripts with the connected user’s permissions. Its first-party CLI can read and take action in the workspace and build or deploy Workers. This is a strong document-and-meeting developer surface, though it does not expose a retained recording library or meeting-specific person/company graph.",
        "level": "strong",
        "sources": [
          {
            "label": "Notion meeting-notes API",
            "url": "https://developers.notion.com/guides/data-apis/working-with-page-content",
            "note": "Meeting-note metadata, summaries, action items, and full transcript access through the public API."
          },
          {
            "label": "Notion MCP",
            "url": "https://www.notion.com/help/notion-mcp",
            "note": "How AI tools access authorized Notion workspace content."
          },
          {
            "label": "Notion Developer Platform",
            "url": "https://www.notion.com/releases/2026-05-13",
            "note": "First-party CLI, Meeting Notes support in MCP, Markdown API, beta Workers, webhook triggers, and workspace actions for coding agents."
          }
        ]
      },
      "productB": {
        "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."
          }
        ]
      }
    },
    {
      "key": "admin",
      "label": "Security, privacy, and admin",
      "lead": "Fireflies has broader documented support for security, privacy, and admin.",
      "analysis": "Notion AI: Normal page permissions and workspace governance apply. Enterprise admins can configure transcript deletion and get zero-retention LLM-provider processing by default; providers may retain customer data for up to 30 days on non-Enterprise workspaces. Meeting-specific enforced sharing and capture defaults remain limited. 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.",
      "productA": {
        "id": "notion-meeting-recorder",
        "name": "Notion AI Meeting Notes",
        "summary": "Notion workspace controls plus Enterprise transcript deletion",
        "detail": "Normal page permissions and workspace governance apply. Enterprise admins can configure transcript deletion and get zero-retention LLM-provider processing by default; providers may retain customer data for up to 30 days on non-Enterprise workspaces. Meeting-specific enforced sharing and capture defaults remain limited.",
        "level": "available",
        "sources": [
          {
            "label": "Notion AI Meeting Notes help",
            "url": "https://www.notion.com/help/ai-meeting-notes",
            "note": "Eligibility, beta status, capture differences, limits, speaker labeling, sharing, retention, and local audio behavior."
          },
          {
            "label": "Notion pricing",
            "url": "https://www.notion.com/pricing",
            "note": "Business and Enterprise plan eligibility and current workspace pricing."
          },
          {
            "label": "Notion AI security and privacy",
            "url": "https://www.notion.com/help/notion-ai-security-practices",
            "note": "No-training defaults, subprocessors, Enterprise zero retention, and non-Enterprise provider retention."
          }
        ]
      },
      "productB": {
        "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."
          }
        ]
      }
    },
    {
      "key": "languages",
      "label": "Languages",
      "lead": "Fireflies has broader documented support for languages.",
      "analysis": "Notion AI: Notion documents 19 supported meeting-note languages and three additional languages in beta. Speaker labeling is English-only and is most reliable for desktop virtual one-on-ones; group, browser, mobile, and in-person sessions can be unreliable. Fireflies: Fireflies advertises broad transcription coverage. Real-world speaker separation and accuracy still depend on capture mode, room acoustics, accents, and vocabulary.",
      "productA": {
        "id": "notion-meeting-recorder",
        "name": "Notion AI Meeting Notes",
        "summary": "19 supported transcription languages plus three in beta; speaker labeling is English-only",
        "detail": "Notion documents 19 supported meeting-note languages and three additional languages in beta. Speaker labeling is English-only and is most reliable for desktop virtual one-on-ones; group, browser, mobile, and in-person sessions can be unreliable.",
        "level": "limited",
        "sources": [
          {
            "label": "Notion AI Meeting Notes product",
            "url": "https://www.notion.com/product/ai-meeting-notes",
            "note": "Meeting-note search, generated action items, Notion Agent task assignment, project updates, and follow-up workflows."
          },
          {
            "label": "Notion AI Meeting Notes help",
            "url": "https://www.notion.com/help/ai-meeting-notes",
            "note": "Eligibility, beta status, capture differences, limits, speaker labeling, sharing, retention, and local audio behavior."
          }
        ]
      },
      "productB": {
        "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."
          }
        ]
      }
    }
  ],
  "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: Notion AI Meeting Notes or Fireflies.ai?",
      "answer": "Notion AI is a focused way to make a project page from a meeting. Fireflies is a broader assistant with bot, desktop, mobile, live help, API, and many integrations."
    },
    {
      "question": "Which is less expensive, Notion AI Meeting Notes or Fireflies.ai?",
      "answer": "Notion AI Meeting Notes: Included with Notion Business at $20/member/month annually; Enterprise is custom. Fireflies.ai: Free; Pro from $10/user/month annually. Compare the paid seats, included usage, recording access, and admin features you actually need."
    },
    {
      "question": "Can Notion AI Meeting Notes and Fireflies.ai record without a bot?",
      "answer": "Notion AI Meeting Notes: Manual bot-free capture plus audio-file upload. Fireflies.ai: Bot, bot-free desktop, mobile, and SDK-based capture. 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. Notion AI: Private by default; page permissions and personal auto-share rules. Fireflies: Enterprise rules can auto-route, share, and enforce privacy."
    },
    {
      "question": "Can I access and move the full meeting data?",
      "answer": "Notion AI: Public API, MCP, and CLI expose meeting notes and transcripts. Fireflies: GraphQL API, webhooks, and a rich remote MCP server. 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": "notion-meeting-recorder",
      "productName": "Notion AI Meeting Notes",
      "label": "Notion AI Meeting Notes help",
      "url": "https://www.notion.com/help/ai-meeting-notes",
      "note": "Eligibility, beta status, capture differences, limits, speaker labeling, sharing, retention, and local audio behavior."
    },
    {
      "productId": "notion-meeting-recorder",
      "productName": "Notion AI Meeting Notes",
      "label": "Notion AI Meeting Notes product",
      "url": "https://www.notion.com/product/ai-meeting-notes",
      "note": "Meeting-note search, generated action items, Notion Agent task assignment, project updates, and follow-up workflows."
    },
    {
      "productId": "notion-meeting-recorder",
      "productName": "Notion AI Meeting Notes",
      "label": "Notion pricing",
      "url": "https://www.notion.com/pricing",
      "note": "Business and Enterprise plan eligibility and current workspace pricing."
    },
    {
      "productId": "notion-meeting-recorder",
      "productName": "Notion AI Meeting Notes",
      "label": "Notion MCP",
      "url": "https://www.notion.com/help/notion-mcp",
      "note": "How AI tools access authorized Notion workspace content."
    },
    {
      "productId": "notion-meeting-recorder",
      "productName": "Notion AI Meeting Notes",
      "label": "Notion meeting-notes API",
      "url": "https://developers.notion.com/guides/data-apis/working-with-page-content",
      "note": "Meeting-note metadata, summaries, action items, and full transcript access through the public API."
    },
    {
      "productId": "notion-meeting-recorder",
      "productName": "Notion AI Meeting Notes",
      "label": "Notion Developer Platform",
      "url": "https://www.notion.com/releases/2026-05-13",
      "note": "First-party CLI, Meeting Notes support in MCP, Markdown API, beta Workers, webhook triggers, and workspace actions for coding agents."
    },
    {
      "productId": "notion-meeting-recorder",
      "productName": "Notion AI Meeting Notes",
      "label": "Notion AI security and privacy",
      "url": "https://www.notion.com/help/notion-ai-security-practices",
      "note": "No-training defaults, subprocessors, Enterprise zero retention, and non-Enterprise provider retention."
    },
    {
      "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."
    }
  ],
  "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."
  }
}
