{
  "@context": "https://schema.org",
  "@type": "Dataset",
  "@id": "https://circleback.ai/compare/fireflies-ai-vs-pocket#dataset",
  "schemaVersion": 4,
  "type": "SoftwareApplicationComparison",
  "slug": "fireflies-ai-vs-pocket",
  "url": "https://circleback.ai/compare/fireflies-ai-vs-pocket",
  "canonicalUrl": "https://circleback.ai/compare/fireflies-ai-vs-pocket",
  "title": "Fireflies vs Pocket: pricing, features, and which is better",
  "description": "Compare Fireflies vs Pocket: pricing, recording options, notes, action items, and integrations, with plan limits and first-party sources.",
  "inLanguage": "en-US",
  "isAccessibleForFree": true,
  "representations": {
    "html": "https://circleback.ai/compare/fireflies-ai-vs-pocket",
    "markdown": "https://circleback.ai/compare/fireflies-ai-vs-pocket.md",
    "json": "https://circleback.ai/compare/fireflies-ai-vs-pocket.json",
    "describedBy": "https://circleback.ai/compare/llms.txt"
  },
  "editorialPerspective": "Neutral competitor comparison; Circleback is presented only as a labeled third option.",
  "verdict": "Fireflies offers broad live assistance, integrations, and a shared task feed. Pocket pairs a physical recorder with personal notes and tasks, desktop recording in beta, and API, webhooks, and MCP.",
  "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 need the same recordings, speaker labels, and sales intelligence with or without a meeting bot.",
      "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.",
        "Some advanced MCP search and retrieval tools are marked experimental. Data sent to an external AI is outside 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 meeting search, AI apps, and live assistance. 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. Recaps default to teammates plus anyone with the link; review that setting before rollout.",
          "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": "pocket",
      "name": "Pocket",
      "shortName": "Pocket",
      "logoPath": "/marketing/comparisons/logos/pocket.png",
      "website": "https://heypocket.com",
      "tagline": "A physical recorder with searchable notes and personal tasks.",
      "positioning": "Pocket combines a single-press recorder with apps for transcripts, summaries, mind maps, and follow-through. Its hardware records independently of a phone, including phone calls through a contact microphone. A separate desktop app captures online meetings without a bot. API, MCP, and webhooks let recordings and action items feed other tools.",
      "bestFor": "People who want dedicated recording hardware for conversations and phone calls, a central task list, and unlimited base transcription.",
      "lessIdealFor": "People who want to avoid another device for in-person recording, or teams that need recorded meeting video and clearly documented conditional workspace sharing.",
      "decisionSummary": {
        "fit": "A physical recorder with notes and a personal task hub",
        "chooseFor": [
          "Single-press room and phone capture",
          "Unlimited base transcription"
        ],
        "watchFor": [
          "Hardware purchase and charging",
          "Longer history and AI upgrades on Pro"
        ]
      },
      "pricing": {
        "headline": "Recorder advertised at $139; optional Pro subscription",
        "detail": "The storefront advertises a $139 hardware offer; bundles and promotions vary. Its plan table lists Pro at $19.99/month billed annually ($239.88/year). Other promotional copy uses different bundle and billing terms, so confirm the selected offer. Enterprise has custom pricing. Hardware and Pro are separate costs.",
        "freePlan": "Free includes unlimited base transcription, summaries kept for 30 days, mind maps, tasks, text export, and audio download. Ask Pocket allows three chats per day with three messages each. Pro extends history and adds advanced features."
      },
      "strengths": [
        "A single physical press starts offline capture, with a light and vibration for confirmation. Its contact microphone records phone calls without speakerphone.",
        "The Checklist gathers extracted tasks across recordings, links them to their source, and supports follow-through through calendars and task integrations.",
        "Public API, signed webhooks, and MCP support custom workflows. MCP can also update action-item status, due date, priority, and assignee."
      ],
      "tradeoffs": [
        "Using the dedicated recorder means buying, carrying, charging, and syncing another device. Desktop capture is a separate option and the desktop app is labeled beta.",
        "Longer summary history, automatic speaker names, advanced exports, and some integrations require Pro. Speaker detection is unavailable for recordings of three hours or longer.",
        "Desktop recording captures audio, not video, webcams, shared screens, or meeting chat."
      ],
      "chooseIf": [
        "You prefer a dedicated physical recording button and offline audio capture.",
        "You need contact-microphone phone-call recording and unlimited base transcription.",
        "You want searchable recordings, mind maps, a task hub, and programmable access."
      ],
      "features": {
        "capture": {
          "summary": "Single-press hardware and bot-free desktop audio",
          "detail": "The recorder captures room audio or phone calls with a physical button and mode slider, storing audio offline until upload. The desktop app records microphone and system audio from Zoom, Teams, Meet, and other calls, with optional meeting detection and Auto Record. Wi-Fi upload can send device recordings directly to the account without the phone nearby.",
          "level": "strong"
        },
        "platforms": {
          "summary": "Recorder, iOS, Android, web, and desktop beta",
          "detail": "Pocket has iOS and Android companion apps, web access, and macOS and Windows desktop apps. The desktop download guide explicitly labels the app beta. USB-C Web Sync supports Chrome, Edge, and Brave; Safari and Firefox do not support its required file-system access. No native Apple Watch recording app is documented in these guides.",
          "level": "available"
        },
        "inPerson": {
          "summary": "Dedicated recorder with speaker management",
          "detail": "Record in person on the Pocket device without a phone connection. Speaker Management supports naming and merging speakers and finding their other recordings. Automatic speaker detection is unavailable for recordings of three hours or longer. Automatic speaker naming is a Pro feature; detecting separate speakers and naming them are different capabilities.",
          "level": "available"
        },
        "recordings": {
          "summary": "Saved audio, downloads, and recording exports",
          "detail": "Pocket retains audio and supports downloads through the app and API. USB-C Web Sync transfers large recordings directly from the device. Recordings can be combined into a merged memory. Desktop capture is audio-only and does not preserve video, webcams, shared-screen content, or chat.",
          "level": "available"
        },
        "notesAndSearch": {
          "summary": "Summaries, mind maps, Ask Pocket, and a task hub",
          "detail": "Summaries and mind maps organize recordings; Ask Pocket answers questions with date and recording filters. The Checklist consolidates extracted actions with source references and labels. MCP can search tasks and change status, priority, due date, or assignee. Pro adds unlimited chat and custom templates; free chat is limited.",
          "level": "strong"
        },
        "companyMemory": {
          "summary": "Recording memory, speaker history, and calendar context",
          "detail": "Ask Pocket searches conversation history, and named speaker profiles collect their recordings. Calendar Hub connects follow-up actions to calendar events. This provides useful personal context; the cited guides do not document company pages combining email threads, relationship timelines, and rolling company summaries.",
          "level": "available"
        },
        "sharing": {
          "summary": "Exports, connected destinations, and organization access",
          "detail": "Pocket supports exporting recordings and notes to other tools. Organization roles govern access to recordings, templates, and analytics. Its published guides do not establish meeting-level automatic sharing rules by participant, domain, title, and team; confirm those requirements for an Enterprise rollout.",
          "level": "limited"
        },
        "automations": {
          "summary": "Task follow-through and recording-event webhooks",
          "detail": "Automatically add extracted tasks to the Checklist and use calendar or task integrations for follow-up. Webhooks cover completed transcripts and summaries, speaker labeling, and task updates, with personal and organization destinations. Custom backends, Zapier, Make, or n8n can consume these events; organization controls depend on Enterprise packaging.",
          "level": "available"
        },
        "integrations": {
          "summary": "Calendars, task apps, document sync, and AI tools",
          "detail": "Pocket connects calendars and task apps; its Pro table lists Notion, Google Drive, OneDrive, Linear, Asana, and ClickUp sync. MCP connects recordings to AI assistants, while API and webhooks support custom destinations. Confirm which integrations your selected plan includes.",
          "level": "strong"
        },
        "agentsAndApi": {
          "summary": "Public API, webhooks, and MCP with task updates",
          "detail": "The API provides recordings, transcripts, summaries, semantic search, uploads, audio downloads, and organization resources. MCP includes conversation and task search plus task updates on all plans; targeted recording retrieval and synthesized meeting queries require Pro. Recent-transcript retrieval is also available through MCP search. No first-party standalone CLI is documented.",
          "level": "strong"
        },
        "admin": {
          "summary": "Encryption and Enterprise organization controls",
          "detail": "Pocket documents encryption at rest and in transit, US-based processing, and a no-training commitment. Its Organization API defines owner, admin, member, and viewer roles. Enterprise lists centralized billing, recording access controls, organization exports, and BAA support. Verify specific compliance reports and deployment requirements with the vendor.",
          "level": "available"
        },
        "languages": {
          "summary": "120+ languages advertised",
          "detail": "Pocket advertises support for more than 120 languages. Test the required languages and mixed-language conversations on real recordings; a published language count does not establish accuracy for a particular accent, room, or specialist vocabulary.",
          "level": "strong"
        }
      },
      "sources": [
        {
          "label": "Pocket product and plans",
          "url": "https://heypocket.com/",
          "note": "Hardware offers, Free/Pro/Enterprise packaging, integrations, and language coverage."
        },
        {
          "label": "Pocket recording overview",
          "url": "https://docs.heypocketai.com/docs",
          "note": "Physical recording controls, capture modes, syncing, and the recording-to-task workflow."
        },
        {
          "label": "Pocket desktop recording",
          "url": "https://docs.heypocketai.com/docs/getting-started/record-zoom-teams-google-meet",
          "note": "Microphone/system-audio capture, meeting detection, Auto Record, and audio-only limitations."
        },
        {
          "label": "Pocket apps and desktop beta",
          "url": "https://docs.heypocketai.com/docs/getting-started/download-app",
          "note": "Supported platforms and the explicit desktop beta designation."
        },
        {
          "label": "Pocket Wi-Fi upload",
          "url": "https://docs.heypocketai.com/docs/features/device/wifi-upload",
          "note": "Device uploads over saved Wi-Fi networks without the phone nearby."
        },
        {
          "label": "Pocket USB-C Web Sync",
          "url": "https://docs.heypocketai.com/docs/features/device/pocket-web-sync",
          "note": "USB-C transfers and the supported browser/file-system requirements."
        },
        {
          "label": "Pocket speaker management",
          "url": "https://docs.heypocketai.com/docs/features/ai/speaker-management",
          "note": "Speaker names, merged profiles, recording history, and the three-hour detection limit."
        },
        {
          "label": "Pocket action items",
          "url": "https://docs.heypocketai.com/docs/features/productivity/tasklist",
          "note": "Consolidated Checklist, automatic task extraction, labels, and source references."
        },
        {
          "label": "Pocket Ask Pocket",
          "url": "https://docs.heypocketai.com/docs/features/ai/ask-pocket",
          "note": "Conversation questions, recording/date filters, chat history, and usage limits."
        },
        {
          "label": "Pocket first-day workflow",
          "url": "https://docs.heypocketai.com/docs/getting-started/day-1",
          "note": "Summary styles, mind maps, source-linked actions, and calendar follow-through."
        },
        {
          "label": "Pocket Pro features",
          "url": "https://docs.heypocketai.com/docs/plans/pocket-pro",
          "note": "Paid chat, longer recordings, custom templates, and bulk actions."
        },
        {
          "label": "Pocket exports and data management",
          "url": "https://docs.heypocketai.com/docs/features/organization/data-management",
          "note": "Exports, combined recordings, bulk management, and deleted-recording retention."
        },
        {
          "label": "Pocket public API",
          "url": "https://docs.heypocketai.com/docs/api",
          "note": "Recording, transcript, summary, search, upload, and audio-download endpoints."
        },
        {
          "label": "Pocket MCP",
          "url": "https://docs.heypocketai.com/docs/mcp",
          "note": "OAuth/API-key access, read and task-update tools, and per-tool plan requirements."
        },
        {
          "label": "Pocket webhooks",
          "url": "https://docs.heypocketai.com/docs/api/webhooks",
          "note": "Recording and task events, personal/organization destinations, and signature verification."
        },
        {
          "label": "Pocket organization controls",
          "url": "https://docs.heypocketai.com/docs/api/organization",
          "note": "Organization roles, API keys, templates, analytics, recordings, and membership."
        },
        {
          "label": "Pocket trust and privacy",
          "url": "https://heypocket.com/pages/pocket-trust",
          "note": "Encryption, US processing, no model training, and Enterprise BAA availability."
        }
      ]
    }
  ],
  "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. Pocket: The recorder captures room audio or phone calls with a physical button and mode slider, storing audio offline until upload. The desktop app records microphone and system audio from Zoom, Teams, Meet, and other calls, with optional meeting detection and Auto Record. Wi-Fi upload can send device recordings directly to the account without the phone nearby.",
      "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": "pocket",
        "name": "Pocket",
        "summary": "Single-press hardware and bot-free desktop audio",
        "detail": "The recorder captures room audio or phone calls with a physical button and mode slider, storing audio offline until upload. The desktop app records microphone and system audio from Zoom, Teams, Meet, and other calls, with optional meeting detection and Auto Record. Wi-Fi upload can send device recordings directly to the account without the phone nearby.",
        "level": "strong",
        "sources": [
          {
            "label": "Pocket recording overview",
            "url": "https://docs.heypocketai.com/docs",
            "note": "Physical recording controls, capture modes, syncing, and the recording-to-task workflow."
          },
          {
            "label": "Pocket desktop recording",
            "url": "https://docs.heypocketai.com/docs/getting-started/record-zoom-teams-google-meet",
            "note": "Microphone/system-audio capture, meeting detection, Auto Record, and audio-only limitations."
          },
          {
            "label": "Pocket Wi-Fi upload",
            "url": "https://docs.heypocketai.com/docs/features/device/wifi-upload",
            "note": "Device uploads over saved Wi-Fi networks without the phone nearby."
          }
        ]
      }
    },
    {
      "key": "platforms",
      "label": "Desktop and mobile",
      "lead": "Fireflies has broader documented support for desktop and mobile.",
      "analysis": "Fireflies: Desktop supports system-audio recording and live assistance. Mobile supports in-person recording, reviewing meetings, search, sharing, and tasks. Pocket: Pocket has iOS and Android companion apps, web access, and macOS and Windows desktop apps. The desktop download guide explicitly labels the app beta. USB-C Web Sync supports Chrome, Edge, and Brave; Safari and Firefox do not support its required file-system access. No native Apple Watch recording app is documented in these guides.",
      "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": "pocket",
        "name": "Pocket",
        "summary": "Recorder, iOS, Android, web, and desktop beta",
        "detail": "Pocket has iOS and Android companion apps, web access, and macOS and Windows desktop apps. The desktop download guide explicitly labels the app beta. USB-C Web Sync supports Chrome, Edge, and Brave; Safari and Firefox do not support its required file-system access. No native Apple Watch recording app is documented in these guides.",
        "level": "available",
        "sources": [
          {
            "label": "Pocket apps and desktop beta",
            "url": "https://docs.heypocketai.com/docs/getting-started/download-app",
            "note": "Supported platforms and the explicit desktop beta designation."
          },
          {
            "label": "Pocket Wi-Fi upload",
            "url": "https://docs.heypocketai.com/docs/features/device/wifi-upload",
            "note": "Device uploads over saved Wi-Fi networks without the phone nearby."
          },
          {
            "label": "Pocket USB-C Web Sync",
            "url": "https://docs.heypocketai.com/docs/features/device/pocket-web-sync",
            "note": "USB-C transfers and the supported browser/file-system requirements."
          }
        ]
      }
    },
    {
      "key": "inPerson",
      "label": "In-person capture and speaker labels",
      "lead": "Fireflies has broader documented support for in-person capture and speaker labels.",
      "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. Pocket: Record in person on the Pocket device without a phone connection. Speaker Management supports naming and merging speakers and finding their other recordings. Automatic speaker detection is unavailable for recordings of three hours or longer. Automatic speaker naming is a Pro feature; detecting separate speakers and naming them are different capabilities.",
      "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": "pocket",
        "name": "Pocket",
        "summary": "Dedicated recorder with speaker management",
        "detail": "Record in person on the Pocket device without a phone connection. Speaker Management supports naming and merging speakers and finding their other recordings. Automatic speaker detection is unavailable for recordings of three hours or longer. Automatic speaker naming is a Pro feature; detecting separate speakers and naming them are different capabilities.",
        "level": "available",
        "sources": [
          {
            "label": "Pocket recording overview",
            "url": "https://docs.heypocketai.com/docs",
            "note": "Physical recording controls, capture modes, syncing, and the recording-to-task workflow."
          },
          {
            "label": "Pocket speaker management",
            "url": "https://docs.heypocketai.com/docs/features/ai/speaker-management",
            "note": "Speaker names, merged profiles, recording history, and the three-hour detection limit."
          },
          {
            "label": "Pocket product and plans",
            "url": "https://heypocket.com/",
            "note": "Hardware offers, Free/Pro/Enterprise packaging, integrations, and language coverage."
          }
        ]
      }
    },
    {
      "key": "recordings",
      "label": "Recordings, playback, and clips",
      "lead": "Both products support recordings, playback, and clips, with different scope and plan limits.",
      "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. Pocket: Pocket retains audio and supports downloads through the app and API. USB-C Web Sync transfers large recordings directly from the device. Recordings can be combined into a merged memory. Desktop capture is audio-only and does not preserve video, webcams, shared-screen content, or chat.",
      "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": "pocket",
        "name": "Pocket",
        "summary": "Saved audio, downloads, and recording exports",
        "detail": "Pocket retains audio and supports downloads through the app and API. USB-C Web Sync transfers large recordings directly from the device. Recordings can be combined into a merged memory. Desktop capture is audio-only and does not preserve video, webcams, shared-screen content, or chat.",
        "level": "available",
        "sources": [
          {
            "label": "Pocket product and plans",
            "url": "https://heypocket.com/",
            "note": "Hardware offers, Free/Pro/Enterprise packaging, integrations, and language coverage."
          },
          {
            "label": "Pocket desktop recording",
            "url": "https://docs.heypocketai.com/docs/getting-started/record-zoom-teams-google-meet",
            "note": "Microphone/system-audio capture, meeting detection, Auto Record, and audio-only limitations."
          },
          {
            "label": "Pocket exports and data management",
            "url": "https://docs.heypocketai.com/docs/features/organization/data-management",
            "note": "Exports, combined recordings, bulk management, and deleted-recording retention."
          },
          {
            "label": "Pocket USB-C Web Sync",
            "url": "https://docs.heypocketai.com/docs/features/device/pocket-web-sync",
            "note": "USB-C transfers and the supported browser/file-system requirements."
          },
          {
            "label": "Pocket public API",
            "url": "https://docs.heypocketai.com/docs/api",
            "note": "Recording, transcript, summary, search, upload, and audio-download endpoints."
          }
        ]
      }
    },
    {
      "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 meeting search, AI apps, and live assistance. 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. Pocket: Summaries and mind maps organize recordings; Ask Pocket answers questions with date and recording filters. The Checklist consolidates extracted actions with source references and labels. MCP can search tasks and change status, priority, due date, or assignee. Pro adds unlimited chat and custom templates; free chat is limited.",
      "productA": {
        "id": "fireflies-ai",
        "name": "Fireflies.ai",
        "summary": "Notes, search, and a workspace-wide assigned task feed",
        "detail": "Fireflies offers meeting search, AI apps, and live assistance. 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": "pocket",
        "name": "Pocket",
        "summary": "Summaries, mind maps, Ask Pocket, and a task hub",
        "detail": "Summaries and mind maps organize recordings; Ask Pocket answers questions with date and recording filters. The Checklist consolidates extracted actions with source references and labels. MCP can search tasks and change status, priority, due date, or assignee. Pro adds unlimited chat and custom templates; free chat is limited.",
        "level": "strong",
        "sources": [
          {
            "label": "Pocket first-day workflow",
            "url": "https://docs.heypocketai.com/docs/getting-started/day-1",
            "note": "Summary styles, mind maps, source-linked actions, and calendar follow-through."
          },
          {
            "label": "Pocket Ask Pocket",
            "url": "https://docs.heypocketai.com/docs/features/ai/ask-pocket",
            "note": "Conversation questions, recording/date filters, chat history, and usage limits."
          },
          {
            "label": "Pocket action items",
            "url": "https://docs.heypocketai.com/docs/features/productivity/tasklist",
            "note": "Consolidated Checklist, automatic task extraction, labels, and source references."
          },
          {
            "label": "Pocket Pro features",
            "url": "https://docs.heypocketai.com/docs/plans/pocket-pro",
            "note": "Paid chat, longer recordings, custom templates, and bulk actions."
          },
          {
            "label": "Pocket MCP",
            "url": "https://docs.heypocketai.com/docs/mcp",
            "note": "OAuth/API-key access, read and task-update tools, and per-tool plan requirements."
          }
        ]
      }
    },
    {
      "key": "companyMemory",
      "label": "People, companies, and context",
      "lead": "Both products support people, companies, and context, with different scope and plan limits.",
      "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. Pocket: Ask Pocket searches conversation history, and named speaker profiles collect their recordings. Calendar Hub connects follow-up actions to calendar events. This provides useful personal context; the cited guides do not document company pages combining email threads, relationship timelines, and rolling company summaries.",
      "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": "pocket",
        "name": "Pocket",
        "summary": "Recording memory, speaker history, and calendar context",
        "detail": "Ask Pocket searches conversation history, and named speaker profiles collect their recordings. Calendar Hub connects follow-up actions to calendar events. This provides useful personal context; the cited guides do not document company pages combining email threads, relationship timelines, and rolling company summaries.",
        "level": "available",
        "sources": [
          {
            "label": "Pocket Ask Pocket",
            "url": "https://docs.heypocketai.com/docs/features/ai/ask-pocket",
            "note": "Conversation questions, recording/date filters, chat history, and usage limits."
          },
          {
            "label": "Pocket speaker management",
            "url": "https://docs.heypocketai.com/docs/features/ai/speaker-management",
            "note": "Speaker names, merged profiles, recording history, and the three-hour detection limit."
          },
          {
            "label": "Pocket first-day workflow",
            "url": "https://docs.heypocketai.com/docs/getting-started/day-1",
            "note": "Summary styles, mind maps, source-linked actions, and calendar follow-through."
          }
        ]
      }
    },
    {
      "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. Recaps default to teammates plus anyone with the link; review that setting before rollout. Pocket: Pocket supports exporting recordings and notes to other tools. Organization roles govern access to recordings, templates, and analytics. Its published guides do not establish meeting-level automatic sharing rules by participant, domain, title, and team; confirm those requirements for an Enterprise rollout.",
      "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. Recaps default to teammates plus anyone with the link; review that setting before rollout.",
        "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": "pocket",
        "name": "Pocket",
        "summary": "Exports, connected destinations, and organization access",
        "detail": "Pocket supports exporting recordings and notes to other tools. Organization roles govern access to recordings, templates, and analytics. Its published guides do not establish meeting-level automatic sharing rules by participant, domain, title, and team; confirm those requirements for an Enterprise rollout.",
        "level": "limited",
        "sources": [
          {
            "label": "Pocket exports and data management",
            "url": "https://docs.heypocketai.com/docs/features/organization/data-management",
            "note": "Exports, combined recordings, bulk management, and deleted-recording retention."
          },
          {
            "label": "Pocket organization controls",
            "url": "https://docs.heypocketai.com/docs/api/organization",
            "note": "Organization roles, API keys, templates, analytics, recordings, and membership."
          }
        ]
      }
    },
    {
      "key": "automations",
      "label": "Automations",
      "lead": "Fireflies has broader documented support for automations.",
      "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. Pocket: Automatically add extracted tasks to the Checklist and use calendar or task integrations for follow-up. Webhooks cover completed transcripts and summaries, speaker labeling, and task updates, with personal and organization destinations. Custom backends, Zapier, Make, or n8n can consume these events; organization controls depend on Enterprise packaging.",
      "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": "pocket",
        "name": "Pocket",
        "summary": "Task follow-through and recording-event webhooks",
        "detail": "Automatically add extracted tasks to the Checklist and use calendar or task integrations for follow-up. Webhooks cover completed transcripts and summaries, speaker labeling, and task updates, with personal and organization destinations. Custom backends, Zapier, Make, or n8n can consume these events; organization controls depend on Enterprise packaging.",
        "level": "available",
        "sources": [
          {
            "label": "Pocket action items",
            "url": "https://docs.heypocketai.com/docs/features/productivity/tasklist",
            "note": "Consolidated Checklist, automatic task extraction, labels, and source references."
          },
          {
            "label": "Pocket webhooks",
            "url": "https://docs.heypocketai.com/docs/api/webhooks",
            "note": "Recording and task events, personal/organization destinations, and signature verification."
          },
          {
            "label": "Pocket first-day workflow",
            "url": "https://docs.heypocketai.com/docs/getting-started/day-1",
            "note": "Summary styles, mind maps, source-linked actions, and calendar follow-through."
          }
        ]
      }
    },
    {
      "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. Pocket: Pocket connects calendars and task apps; its Pro table lists Notion, Google Drive, OneDrive, Linear, Asana, and ClickUp sync. MCP connects recordings to AI assistants, while API and webhooks support custom destinations. Confirm which integrations your selected plan includes.",
      "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": "pocket",
        "name": "Pocket",
        "summary": "Calendars, task apps, document sync, and AI tools",
        "detail": "Pocket connects calendars and task apps; its Pro table lists Notion, Google Drive, OneDrive, Linear, Asana, and ClickUp sync. MCP connects recordings to AI assistants, while API and webhooks support custom destinations. Confirm which integrations your selected plan includes.",
        "level": "strong",
        "sources": [
          {
            "label": "Pocket product and plans",
            "url": "https://heypocket.com/",
            "note": "Hardware offers, Free/Pro/Enterprise packaging, integrations, and language coverage."
          },
          {
            "label": "Pocket webhooks",
            "url": "https://docs.heypocketai.com/docs/api/webhooks",
            "note": "Recording and task events, personal/organization destinations, and signature verification."
          }
        ]
      }
    },
    {
      "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. Pocket: The API provides recordings, transcripts, summaries, semantic search, uploads, audio downloads, and organization resources. MCP includes conversation and task search plus task updates on all plans; targeted recording retrieval and synthesized meeting queries require Pro. Recent-transcript retrieval is also available through MCP search. No first-party standalone CLI is documented.",
      "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": "pocket",
        "name": "Pocket",
        "summary": "Public API, webhooks, and MCP with task updates",
        "detail": "The API provides recordings, transcripts, summaries, semantic search, uploads, audio downloads, and organization resources. MCP includes conversation and task search plus task updates on all plans; targeted recording retrieval and synthesized meeting queries require Pro. Recent-transcript retrieval is also available through MCP search. No first-party standalone CLI is documented.",
        "level": "strong",
        "sources": [
          {
            "label": "Pocket public API",
            "url": "https://docs.heypocketai.com/docs/api",
            "note": "Recording, transcript, summary, search, upload, and audio-download endpoints."
          },
          {
            "label": "Pocket MCP",
            "url": "https://docs.heypocketai.com/docs/mcp",
            "note": "OAuth/API-key access, read and task-update tools, and per-tool plan requirements."
          },
          {
            "label": "Pocket webhooks",
            "url": "https://docs.heypocketai.com/docs/api/webhooks",
            "note": "Recording and task events, personal/organization destinations, and signature verification."
          },
          {
            "label": "Pocket organization controls",
            "url": "https://docs.heypocketai.com/docs/api/organization",
            "note": "Organization roles, API keys, templates, analytics, recordings, and membership."
          }
        ]
      }
    },
    {
      "key": "admin",
      "label": "Security, privacy, and admin",
      "lead": "Fireflies has broader documented support for security, privacy, and admin.",
      "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. Pocket: Pocket documents encryption at rest and in transit, US-based processing, and a no-training commitment. Its Organization API defines owner, admin, member, and viewer roles. Enterprise lists centralized billing, recording access controls, organization exports, and BAA support. Verify specific compliance reports and deployment requirements with the vendor.",
      "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": "pocket",
        "name": "Pocket",
        "summary": "Encryption and Enterprise organization controls",
        "detail": "Pocket documents encryption at rest and in transit, US-based processing, and a no-training commitment. Its Organization API defines owner, admin, member, and viewer roles. Enterprise lists centralized billing, recording access controls, organization exports, and BAA support. Verify specific compliance reports and deployment requirements with the vendor.",
        "level": "available",
        "sources": [
          {
            "label": "Pocket organization controls",
            "url": "https://docs.heypocketai.com/docs/api/organization",
            "note": "Organization roles, API keys, templates, analytics, recordings, and membership."
          },
          {
            "label": "Pocket product and plans",
            "url": "https://heypocket.com/",
            "note": "Hardware offers, Free/Pro/Enterprise packaging, integrations, and language coverage."
          },
          {
            "label": "Pocket trust and privacy",
            "url": "https://heypocket.com/pages/pocket-trust",
            "note": "Encryption, US processing, no model training, and Enterprise BAA availability."
          }
        ]
      }
    },
    {
      "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. Pocket: Pocket advertises support for more than 120 languages. Test the required languages and mixed-language conversations on real recordings; a published language count does not establish accuracy for a particular accent, room, or specialist vocabulary.",
      "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": "pocket",
        "name": "Pocket",
        "summary": "120+ languages advertised",
        "detail": "Pocket advertises support for more than 120 languages. Test the required languages and mixed-language conversations on real recordings; a published language count does not establish accuracy for a particular accent, room, or specialist vocabulary.",
        "level": "strong",
        "sources": [
          {
            "label": "Pocket product and plans",
            "url": "https://heypocket.com/",
            "note": "Hardware offers, Free/Pro/Enterprise packaging, integrations, and language coverage."
          }
        ]
      }
    }
  ],
  "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 records online meetings with a meeting bot or bot-free desktop app, then turns them into detailed notes, speaker-labeled transcripts, and automatically assigned action items. Automatic sharing, search, and automations turn those meetings into shared company memory. People and AI agents can use the same complete record through the app, API, MCP, and CLI. In-person conversations captured on mobile or Apple Watch, plus imported recordings, flow through the same system.",
      "bestFor": "Teams across sales, product, engineering, recruiting, customer success, and leadership that need shared meeting notes, assigned follow-up, and automations—with the full record available to people and AI agents.",
      "lessIdealFor": "People who only need occasional transcripts, or sales organizations buying primarily for forecasting and rep coaching.",
      "decisionSummary": {
        "fit": "Online meeting notes, follow-through, and shared company memory",
        "chooseFor": [
          "Detailed notes and labeled transcripts",
          "Full meeting data via API, MCP, and CLI"
        ],
        "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": [
        "Record online meetings with a meeting bot or bot-free desktop app. In-person and imported recordings get the same speaker-labeled transcripts. Keep the recording for playback, or retain just the notes and transcript.",
        "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.",
        "Security controls 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.",
        "For in-person conversations, one tap on your phone’s Lock Screen widget or Apple Watch complication starts recording; a configured iPhone Action button starts it with a press and hold. There is no separate recorder to buy, carry, or charge."
      ],
      "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 online meetings captured with or without a bot, with the same speaker-labeled record for in-person conversations and imported recordings.",
        "You want notes that explain the meeting to someone who missed it, plus assigned action items in one shared list and 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.",
        "You also want quick in-person recording from your phone or Watch without a separate recorder."
      ],
      "features": {
        "capture": {
          "summary": "Online meetings with or without a bot; in-person recording too",
          "detail": "Use the meeting bot for Zoom, Google Meet, Teams, and Webex calls, or record online meetings locally on macOS or Windows without a bot. On desktop, click Record in the detected-meeting prompt. In-person recording on mobile or Apple Watch and imported phone calls join the same system. Every route produces speaker-labeled transcripts, notes, and assigned action items, with search, sharing, and automations in one workspace.",
          "level": "strong"
        },
        "platforms": {
          "summary": "Web, macOS, Windows, iOS, Android, and Apple Watch",
          "detail": "macOS and Windows apps capture online meetings without a bot, including system audio and video, with recording from the detected-meeting prompt. The iOS and Android apps record in-person conversations and include Assistant. Apple Watch records from your wrist without the iPhone nearby. Every app sends recordings into the same Circleback meeting system.",
          "level": "strong"
        },
        "inPerson": {
          "summary": "Phone, desktop, or Watch—with speaker labels",
          "detail": "Record in-person conversations from iOS, Android, macOS, Windows, or Apple Watch. For quick capture, tap your phone’s Lock Screen widget or Apple Watch complication, or press and hold your configured iPhone Action button. No separate recorder is needed. Recordings get the same speaker labels, notes, assigned action items, search, sharing, and automations as online meetings. Phone calls use an existing call recording imported into Circleback.",
          "level": "strong"
        },
        "recordings": {
          "summary": "Optional recordings with playback, downloads, and clips",
          "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": "Circleback’s notes are designed to give someone who missed the meeting its context, decisions, and next steps. It automatically creates action items and assigns them when the conversation makes the owner clear. One workspace-wide list lets teams filter and complete tasks across meetings. Custom insights extract the fields a team needs, while Assistant searches meetings and connected email with citations.",
          "level": "strong"
        },
        "companyMemory": {
          "summary": "Meeting and email history for each person and company",
          "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": "Conditional sharing, CRM updates, and task creation",
          "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. Connect additional tools through Zapier, Make, webhooks, or custom MCP servers.",
          "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. Connect ChatGPT or Claude, build internal tools, or receive meeting data by webhook.",
          "level": "strong"
        },
        "admin": {
          "summary": "Security, privacy, and workspace controls",
          "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://circleback.ai/docs/support/recording/getting-started-with-recording",
          "note": "Desktop, mobile, bot, and import capture paths for online and in-person conversations."
        },
        {
          "label": "Circleback desktop recording",
          "url": "https://circleback.ai/docs/support/recording/desktop-app/record-meetings-with-the-desktop-app",
          "note": "Detected-meeting recording prompts, automatic recording, and bot-free desktop audio and video capture."
        },
        {
          "label": "Circleback mobile recording shortcuts",
          "url": "https://circleback.ai/docs/support/recording/mobile-app/record-meetings-with-the-mobile-app",
          "note": "Mobile recording and links to widget and Action button setup guides."
        },
        {
          "label": "Circleback iPhone Action button",
          "url": "https://circleback.ai/docs/support/recording/mobile-app/start-recording-with-the-action-button-on-iphone",
          "note": "Configure Controls → Circleback → Record, then press and hold to start recording."
        },
        {
          "label": "Circleback Apple Watch complication",
          "url": "https://apps.apple.com/us/app/circleback-ai-meeting-notes/id6738971048",
          "note": "Publisher description documents one-tap Watch complication recording and the same transcript and notes as other meetings."
        },
        {
          "label": "Circleback optional recording storage",
          "url": "https://circleback.ai/docs/support/recording/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://circleback.ai/docs/support/platform/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://circleback.ai/docs/support/platform/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://circleback.ai/docs/support/assistant/ask-circleback-assistant",
          "note": "Search and take action in connected work apps from Circleback Assistant."
        },
        {
          "label": "Circleback automatic sharing",
          "url": "https://circleback.ai/docs/support/automations/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://circleback.ai/docs/support/workspace-and-teams/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://circleback.ai/docs/support/security/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://circleback.ai/docs/support/automations/integrations/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 Pocket?",
      "answer": "Fireflies offers broad live assistance, integrations, and a shared task feed. Pocket pairs a physical recorder with personal notes and tasks, desktop recording in beta, and API, webhooks, and MCP."
    },
    {
      "question": "Which is less expensive, Fireflies.ai or Pocket?",
      "answer": "Fireflies.ai: Free; Pro from $10/user/month annually. Pocket: Recorder advertised at $139; optional Pro subscription. Compare the paid seats, included usage, recording access, and admin features you actually need."
    },
    {
      "question": "Can Fireflies.ai and Pocket record without a bot?",
      "answer": "Fireflies.ai: Bot, bot-free desktop, mobile, and SDK-based capture. Pocket: Single-press hardware and bot-free desktop audio. Check whether your preferred recording method preserves video and speaker labels."
    },
    {
      "question": "Which is better for a whole company?",
      "answer": "Compare automatic sharing, permissions, retention, and the defaults admins can enforce. Fireflies: Enterprise rules can auto-route, share, and enforce privacy. Pocket: Exports, connected destinations, and organization access."
    },
    {
      "question": "Can I access and move the full meeting data?",
      "answer": "Fireflies: GraphQL API, webhooks, and a rich remote MCP server. Pocket: Public API, webhooks, and MCP with task updates. 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. Links appear in each feature comparison and in the Sources section."
    }
  ],
  "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": "pocket",
      "productName": "Pocket",
      "label": "Pocket product and plans",
      "url": "https://heypocket.com/",
      "note": "Hardware offers, Free/Pro/Enterprise packaging, integrations, and language coverage."
    },
    {
      "productId": "pocket",
      "productName": "Pocket",
      "label": "Pocket recording overview",
      "url": "https://docs.heypocketai.com/docs",
      "note": "Physical recording controls, capture modes, syncing, and the recording-to-task workflow."
    },
    {
      "productId": "pocket",
      "productName": "Pocket",
      "label": "Pocket desktop recording",
      "url": "https://docs.heypocketai.com/docs/getting-started/record-zoom-teams-google-meet",
      "note": "Microphone/system-audio capture, meeting detection, Auto Record, and audio-only limitations."
    },
    {
      "productId": "pocket",
      "productName": "Pocket",
      "label": "Pocket apps and desktop beta",
      "url": "https://docs.heypocketai.com/docs/getting-started/download-app",
      "note": "Supported platforms and the explicit desktop beta designation."
    },
    {
      "productId": "pocket",
      "productName": "Pocket",
      "label": "Pocket Wi-Fi upload",
      "url": "https://docs.heypocketai.com/docs/features/device/wifi-upload",
      "note": "Device uploads over saved Wi-Fi networks without the phone nearby."
    },
    {
      "productId": "pocket",
      "productName": "Pocket",
      "label": "Pocket USB-C Web Sync",
      "url": "https://docs.heypocketai.com/docs/features/device/pocket-web-sync",
      "note": "USB-C transfers and the supported browser/file-system requirements."
    },
    {
      "productId": "pocket",
      "productName": "Pocket",
      "label": "Pocket speaker management",
      "url": "https://docs.heypocketai.com/docs/features/ai/speaker-management",
      "note": "Speaker names, merged profiles, recording history, and the three-hour detection limit."
    },
    {
      "productId": "pocket",
      "productName": "Pocket",
      "label": "Pocket action items",
      "url": "https://docs.heypocketai.com/docs/features/productivity/tasklist",
      "note": "Consolidated Checklist, automatic task extraction, labels, and source references."
    },
    {
      "productId": "pocket",
      "productName": "Pocket",
      "label": "Pocket Ask Pocket",
      "url": "https://docs.heypocketai.com/docs/features/ai/ask-pocket",
      "note": "Conversation questions, recording/date filters, chat history, and usage limits."
    },
    {
      "productId": "pocket",
      "productName": "Pocket",
      "label": "Pocket first-day workflow",
      "url": "https://docs.heypocketai.com/docs/getting-started/day-1",
      "note": "Summary styles, mind maps, source-linked actions, and calendar follow-through."
    },
    {
      "productId": "pocket",
      "productName": "Pocket",
      "label": "Pocket Pro features",
      "url": "https://docs.heypocketai.com/docs/plans/pocket-pro",
      "note": "Paid chat, longer recordings, custom templates, and bulk actions."
    },
    {
      "productId": "pocket",
      "productName": "Pocket",
      "label": "Pocket exports and data management",
      "url": "https://docs.heypocketai.com/docs/features/organization/data-management",
      "note": "Exports, combined recordings, bulk management, and deleted-recording retention."
    },
    {
      "productId": "pocket",
      "productName": "Pocket",
      "label": "Pocket public API",
      "url": "https://docs.heypocketai.com/docs/api",
      "note": "Recording, transcript, summary, search, upload, and audio-download endpoints."
    },
    {
      "productId": "pocket",
      "productName": "Pocket",
      "label": "Pocket MCP",
      "url": "https://docs.heypocketai.com/docs/mcp",
      "note": "OAuth/API-key access, read and task-update tools, and per-tool plan requirements."
    },
    {
      "productId": "pocket",
      "productName": "Pocket",
      "label": "Pocket webhooks",
      "url": "https://docs.heypocketai.com/docs/api/webhooks",
      "note": "Recording and task events, personal/organization destinations, and signature verification."
    },
    {
      "productId": "pocket",
      "productName": "Pocket",
      "label": "Pocket organization controls",
      "url": "https://docs.heypocketai.com/docs/api/organization",
      "note": "Organization roles, API keys, templates, analytics, recordings, and membership."
    },
    {
      "productId": "pocket",
      "productName": "Pocket",
      "label": "Pocket trust and privacy",
      "url": "https://heypocket.com/pages/pocket-trust",
      "note": "Encryption, US processing, no model training, and Enterprise BAA availability."
    }
  ],
  "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."
  }
}
