{ "@context": "https://schema.org", "@type": "Dataset", "@id": "https://circleback.ai/compare/fireflies-ai-vs-krisp#dataset", "schemaVersion": 4, "type": "SoftwareApplicationComparison", "slug": "fireflies-ai-vs-krisp", "url": "https://circleback.ai/compare/fireflies-ai-vs-krisp", "canonicalUrl": "https://circleback.ai/compare/fireflies-ai-vs-krisp", "title": "Fireflies vs Krisp: pricing, features, and which is better", "description": "Compare Fireflies vs Krisp: 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-krisp", "markdown": "https://circleback.ai/compare/fireflies-ai-vs-krisp.md", "json": "https://circleback.ai/compare/fireflies-ai-vs-krisp.json", "describedBy": "https://circleback.ai/compare/llms.txt" }, "editorialPerspective": "Neutral competitor comparison; Circleback is presented only as a labeled third option.", "verdict": "Fireflies is broader on live assistance, integrations, and meeting workflows. Krisp is built around real-time noise cancellation, voice isolation, and audio processing.", "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": "krisp", "name": "Krisp", "shortName": "Krisp", "logoPath": "/marketing/comparisons/logos/krisp.png", "website": "https://krisp.ai", "tagline": "Bot-free notes paired with real-time noise cancellation and voice technology.", "positioning": "Krisp improves call audio with noise cancellation, voice isolation, and accent conversion. It also provides bot-free meeting notes, recordings, mobile capture, shared action tracking, MCP, and webhooks.", "bestFor": "People who work in noisy environments, contact centers, or distributed teams where call clarity and bot-free capture matter as much as the notes.", "lessIdealFor": "Teams that need 100+ transcription languages, shared company history, automations across many apps, or advanced admin controls without an enterprise contract.", "decisionSummary": { "fit": "Bot-free notes with real-time audio cleanup", "chooseFor": [ "Noise removal and call clarity", "Low-cost bot-free capture" ], "watchFor": [ "Mobile lacks its noise cancellation", "US cloud; HIPAA starts at 100 seats" ] }, "pricing": { "headline": "Core $8 and Advanced $15/user/month with annual billing", "detail": "Prices are per user/month. Core is $8 with annual billing or $16 month-to-month and includes unlimited bot-free notes, audio recording, screen/video recording, optional bot video, in-person capture, AI chat, MCP, webhooks, integrations, and 10 GB storage. Advanced is $15 or $30 and adds Salesforce, manager/deal views, policy enforcement, team webhooks, and 60 GB. Enterprise is custom.", "freePlan": "No permanent free plan is shown; a seven-day trial is available." }, "strengths": [ "Krisp’s clearest differentiator is real-time noise cancellation, voice isolation, and accent conversion across calling apps.", "Bot-free audio and screen/video capture, optional bot-based video, iOS/Android in-person support, AI chat, MCP, and webhooks come at a relatively low entry price.", "Action items are automatically generated and assigned, then managed workspace-wide with assignees, due dates, priority, and status.", "On-device and private deployment options for enterprise customers with strict audio requirements.", "Krisp says meeting data is not used to train its AI models; transcript-only audio can be processed on-device or deleted immediately after cloud transcription." ], "tradeoffs": [ "Mobile recording does not include Krisp’s signature noise cancellation.", "Core includes only 10 GB of storage, while Salesforce, policy enforcement, manager views, and stronger team workflows require Advanced.", "HIPAA/BAA is listed for enterprise deployments of 100+ seats.", "Its 16-language count is materially narrower than products advertising 75–100+ languages.", "Calendar-based speaker names are documented for one-on-one calls; group meetings still require a closer test of diarization and naming behavior.", "Standard cloud meeting data is stored in the United States with no general regional-storage option. Enterprise pricing advertises a negotiable data-center choice and on-device private processing, so residency-sensitive buyers should verify the deployed architecture." ], "chooseIf": [ "Call clarity and bot-free capture are the top requirements.", "You want AV recording, MCP, webhooks, and mobile capture at a low per-recorder price.", "Your enterprise may need private or on-device audio processing." ], "features": { "capture": { "summary": "Bot-free system-audio capture", "detail": "Krisp records through the device without joining as a meeting participant. Its audio processing works across desktop calling apps.", "level": "strong" }, "platforms": { "summary": "macOS, Windows, iOS, and Android", "detail": "Desktop combines recording with noise cancellation and voice features. Mobile supports in-person recording but not noise cancellation.", "level": "strong" }, "inPerson": { "summary": "Native iOS and Android room capture", "detail": "Mobile apps record and upload in-person conversations, but Krisp only documents automatic calendar-based speaker names for one-on-one meetings; ad-hoc meetings need manual assignment. The flagship noise-cancellation capability is also unavailable on mobile.", "level": "strong" }, "recordings": { "summary": "Bot-free audio and screen/video; optional bot video", "detail": "Krisp supports bot-free screen and video recording on supported macOS and Windows versions. An optional bot can also retain meeting video. Advanced adds trimming, comments, and more storage. Check storage quotas if your team keeps many recordings.", "level": "strong" }, "notesAndSearch": { "summary": "AI notes plus a centralized, assigned action-item tracker", "detail": "Krisp automatically generates and assigns action items when calendar identity or transcript speaker identity is available. The workspace action center supports all-team and assigned-to-me views, reassignment, due dates, priority, status, and completion. The shared action center helps teams track follow-up; broader person and company histories are more limited.", "level": "strong" }, "companyMemory": { "summary": "Meeting library and AI chat", "detail": "Meetings are searchable and available through AI chat, but the product does not emphasize combined email, calendar, person, and company relationship pages.", "level": "limited" }, "sharing": { "summary": "Calendar, manager, and recurring-channel auto-sharing", "detail": "Krisp auto-shares transcripts, notes, and recordings to same-workspace calendar invitees when its calendar and join prerequisites are met; the setting defaults on during rollout. Advanced can also route selected users’ external meetings to managers, and recurring meetings can post to Teams channels. The audience logic is useful but narrower than a general title, participant, domain, tag, and destination rule builder.", "level": "strong" }, "automations": { "summary": "Automatic action items, webhooks, and Zapier; fewer native rules", "detail": "Core includes action-item, note, and transcript triggers through Zapier and webhooks; a generated action item can create a Jira task through Zapier. Advanced adds team webhooks. Krisp is still less centered on custom AI extraction and a native multi-step condition/action canvas.", "level": "available" }, "integrations": { "summary": "Common work tools; Salesforce on Advanced", "detail": "Core covers general integrations and webhooks. Salesforce and more revenue-focused management features require Advanced.", "level": "available" }, "agentsAndApi": { "summary": "MCP with transcripts and tasks, plus webhooks on Core", "detail": "The hosted OAuth MCP can search meetings, fetch full transcripts and summaries, list action items by assignee or completion state, inspect activity, and read upcoming meetings. Agent access is unusually accessible at the entry tier. Teams needing centralized webhook management move to Advanced, while private deployment is Enterprise.", "level": "strong" }, "admin": { "summary": "Policy tools on Advanced; private deployment and compliance on Enterprise", "detail": "Enforced modes and manager views require Advanced. SSO/SCIM, a negotiable data-center choice, unlimited storage, private/on-device options, and the documented 100+ seat HIPAA path are Enterprise. Krisp’s security page says standard cloud data is US-hosted with no regional option.", "level": "available" }, "languages": { "summary": "16 transcription languages", "detail": "Adequate for many English-centered teams, but much narrower on paper than competitors advertising 75 or 100+ languages.", "level": "limited" } }, "sources": [ { "label": "Krisp pricing", "url": "https://krisp.ai/pricing/", "note": "Core, Advanced, and Enterprise pricing, storage, capture, language, integration, and governance gates." }, { "label": "Krisp mobile recording", "url": "https://help.krisp.ai/hc/en-us/articles/20282426717596-How-to-record-in-person-meetings-with-Krisp-Mobile-App", "note": "iOS/Android in-person capture and mobile noise-cancellation limitation." }, { "label": "Krisp calendar and speaker naming", "url": "https://help.krisp.ai/hc/en-us/articles/10277892556828-Connecting-your-Calendar-to-Krisp", "note": "Calendar-based replacement of generic speaker labels with names is currently limited to one-on-one meetings." }, { "label": "Krisp meeting sharing", "url": "https://help.krisp.ai/hc/en-us/articles/10386573495196-Sharing-your-meetings-with-Krisp", "note": "Automatic sharing to same-workspace calendar invitees, prerequisites, and rollout behavior." }, { "label": "Krisp Manager View", "url": "https://help.krisp.ai/hc/en-us/articles/21142526003356-Manager-View", "note": "Advanced-plan automatic sharing of selected team members' external meetings to chosen managers." }, { "label": "Krisp Microsoft Teams integration", "url": "https://help.krisp.ai/hc/en-us/articles/26704048673436-Integrate-Krisp-with-Microsoft-Teams", "note": "Automatic notes delivery for recurring meetings and manual channel sharing." }, { "label": "Krisp recording FAQ", "url": "https://help.krisp.ai/hc/en-us/articles/12216182124956-FAQ-about-Krisp-Recording-feature", "note": "Audio recording and optional Krisp-bot video path; supplemented by the newer bot-free screen-recording guide." }, { "label": "Krisp bot-free screen recording", "url": "https://help.krisp.ai/hc/en-us/articles/16168004763420-Screen-record-your-meetings-with-Krisp", "note": "Bot-free screen/video capture and supported macOS/Windows versions." }, { "label": "Krisp multilingual transcription", "url": "https://help.krisp.ai/hc/en-us/articles/13803811067292-Record-and-transcribe-multilingual-meetings", "note": "Current 16-language transcription list." }, { "label": "Krisp MCP", "url": "https://help.krisp.ai/hc/en-us/articles/25396920405148-Krisp-MCP", "note": "OAuth MCP access to transcripts, summaries, key points, action items, and calendar context." }, { "label": "Krisp centralized action items", "url": "https://help.krisp.ai/hc/en-us/articles/18809437531420-Centralized-Action-Items-in-account-dashboard", "note": "Automatic task creation and assignment plus team-wide views, due dates, priorities, assignees, status, and completion." }, { "label": "Krisp Zapier integration", "url": "https://help.krisp.ai/hc/en-us/articles/14772270941852-Integrate-Krisp-with-Zapier", "note": "Action-item, key-point, outline, and transcript triggers, including Jira task creation through Zapier." }, { "label": "Krisp webhook API", "url": "https://help.krisp.ai/hc/en-us/articles/24514911804316-Webhook-API", "note": "Core user webhooks and Advanced team webhook scope." }, { "label": "Krisp security and data handling", "url": "https://krisp.ai/security-for-ai-meeting-assistant/", "note": "No-training posture, US cloud storage, lack of standard regional residency, on-device transcription, encryption, and Enterprise controls." }, { "label": "Krisp cloud processing", "url": "https://help.krisp.ai/hc/en-us/articles/360012035500-What-data-Krisp-sends-to-the-cloud", "note": "Local noise cancellation plus on-device or transient cloud processing in transcript-only mode." } ] } ], "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. Krisp: Krisp records through the device without joining as a meeting participant. Its audio processing works across desktop calling apps.", "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": "krisp", "name": "Krisp", "summary": "Bot-free system-audio capture", "detail": "Krisp records through the device without joining as a meeting participant. Its audio processing works across desktop calling apps.", "level": "strong", "sources": [ { "label": "Krisp pricing", "url": "https://krisp.ai/pricing/", "note": "Core, Advanced, and Enterprise pricing, storage, capture, language, integration, and governance gates." }, { "label": "Krisp bot-free screen recording", "url": "https://help.krisp.ai/hc/en-us/articles/16168004763420-Screen-record-your-meetings-with-Krisp", "note": "Bot-free screen/video capture and supported macOS/Windows versions." } ] } }, { "key": "platforms", "label": "Desktop and mobile", "lead": "Both products document broad support for desktop and mobile, with different scope and plan limits.", "analysis": "Fireflies: Desktop supports system-audio recording and live assistance. Mobile supports in-person recording, reviewing meetings, search, sharing, and tasks. Krisp: Desktop combines recording with noise cancellation and voice features. Mobile supports in-person recording but not noise cancellation.", "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": "krisp", "name": "Krisp", "summary": "macOS, Windows, iOS, and Android", "detail": "Desktop combines recording with noise cancellation and voice features. Mobile supports in-person recording but not noise cancellation.", "level": "strong", "sources": [ { "label": "Krisp pricing", "url": "https://krisp.ai/pricing/", "note": "Core, Advanced, and Enterprise pricing, storage, capture, language, integration, and governance gates." }, { "label": "Krisp mobile recording", "url": "https://help.krisp.ai/hc/en-us/articles/20282426717596-How-to-record-in-person-meetings-with-Krisp-Mobile-App", "note": "iOS/Android in-person capture and mobile noise-cancellation limitation." } ] } }, { "key": "inPerson", "label": "In-person capture and speaker labels", "lead": "Both products document broad support for in-person capture and speaker labels, with different scope and plan limits.", "analysis": "Fireflies: iOS and Android can capture in-person conversations. Fireflies documents that mobile recordings often do not auto-detect speakers, so names may need manual correction. Bot-free desktop can also hear room/system audio, with its own media and generic-label caveats. Krisp: Mobile apps record and upload in-person conversations, but Krisp only documents automatic calendar-based speaker names for one-on-one meetings; ad-hoc meetings need manual assignment. The flagship noise-cancellation capability is also unavailable on mobile.", "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": "krisp", "name": "Krisp", "summary": "Native iOS and Android room capture", "detail": "Mobile apps record and upload in-person conversations, but Krisp only documents automatic calendar-based speaker names for one-on-one meetings; ad-hoc meetings need manual assignment. The flagship noise-cancellation capability is also unavailable on mobile.", "level": "strong", "sources": [ { "label": "Krisp mobile recording", "url": "https://help.krisp.ai/hc/en-us/articles/20282426717596-How-to-record-in-person-meetings-with-Krisp-Mobile-App", "note": "iOS/Android in-person capture and mobile noise-cancellation limitation." }, { "label": "Krisp calendar and speaker naming", "url": "https://help.krisp.ai/hc/en-us/articles/10277892556828-Connecting-your-Calendar-to-Krisp", "note": "Calendar-based replacement of generic speaker labels with names is currently limited to one-on-one meetings." } ] } }, { "key": "recordings", "label": "Recordings, playback, and clips", "lead": "Krisp has broader documented support for recordings, playback, and clips.", "analysis": "Fireflies: This is the key evaluation detail: bot meetings can preserve audio/video and named speakers, while desktop bot-free mode produces notes/transcript without recording files and uses Speaker 1/Speaker 2 labels. Krisp: Krisp supports bot-free screen and video recording on supported macOS and Windows versions. An optional bot can also retain meeting video. Advanced adds trimming, comments, and more storage. Check storage quotas if your team keeps many recordings.", "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": "krisp", "name": "Krisp", "summary": "Bot-free audio and screen/video; optional bot video", "detail": "Krisp supports bot-free screen and video recording on supported macOS and Windows versions. An optional bot can also retain meeting video. Advanced adds trimming, comments, and more storage. Check storage quotas if your team keeps many recordings.", "level": "strong", "sources": [ { "label": "Krisp pricing", "url": "https://krisp.ai/pricing/", "note": "Core, Advanced, and Enterprise pricing, storage, capture, language, integration, and governance gates." }, { "label": "Krisp recording FAQ", "url": "https://help.krisp.ai/hc/en-us/articles/12216182124956-FAQ-about-Krisp-Recording-feature", "note": "Audio recording and optional Krisp-bot video path; supplemented by the newer bot-free screen-recording guide." }, { "label": "Krisp bot-free screen recording", "url": "https://help.krisp.ai/hc/en-us/articles/16168004763420-Screen-record-your-meetings-with-Krisp", "note": "Bot-free screen/video capture and supported macOS/Windows versions." } ] } }, { "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. Krisp: Krisp automatically generates and assigns action items when calendar identity or transcript speaker identity is available. The workspace action center supports all-team and assigned-to-me views, reassignment, due dates, priority, status, and completion. The shared action center helps teams track follow-up; broader person and company histories are more 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": "krisp", "name": "Krisp", "summary": "AI notes plus a centralized, assigned action-item tracker", "detail": "Krisp automatically generates and assigns action items when calendar identity or transcript speaker identity is available. The workspace action center supports all-team and assigned-to-me views, reassignment, due dates, priority, status, and completion. The shared action center helps teams track follow-up; broader person and company histories are more limited.", "level": "strong", "sources": [ { "label": "Krisp pricing", "url": "https://krisp.ai/pricing/", "note": "Core, Advanced, and Enterprise pricing, storage, capture, language, integration, and governance gates." }, { "label": "Krisp centralized action items", "url": "https://help.krisp.ai/hc/en-us/articles/18809437531420-Centralized-Action-Items-in-account-dashboard", "note": "Automatic task creation and assignment plus team-wide views, due dates, priorities, assignees, status, and completion." } ] } }, { "key": "companyMemory", "label": "People, companies, and context", "lead": "Fireflies has broader documented support for people, companies, and context.", "analysis": "Fireflies: The meeting library is searchable and collaborative, but the product is less centered on a unified relationship timeline combining meetings, email, calendar, people, and companies. Krisp: Meetings are searchable and available through AI chat, but the product does not emphasize combined email, calendar, person, and company relationship pages.", "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": "krisp", "name": "Krisp", "summary": "Meeting library and AI chat", "detail": "Meetings are searchable and available through AI chat, but the product does not emphasize combined email, calendar, person, and company relationship pages.", "level": "limited", "sources": [ { "label": "Krisp pricing", "url": "https://krisp.ai/pricing/", "note": "Core, Advanced, and Enterprise pricing, storage, capture, language, integration, and governance gates." }, { "label": "Krisp MCP", "url": "https://help.krisp.ai/hc/en-us/articles/25396920405148-Krisp-MCP", "note": "OAuth MCP access to transcripts, summaries, key points, action items, and calendar context." } ] } }, { "key": "sharing", "label": "Automatic sharing and workspace defaults", "lead": "Both products document broad support for automatic sharing and workspace defaults, with different scope and plan limits.", "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. Krisp: Krisp auto-shares transcripts, notes, and recordings to same-workspace calendar invitees when its calendar and join prerequisites are met; the setting defaults on during rollout. Advanced can also route selected users’ external meetings to managers, and recurring meetings can post to Teams channels. The audience logic is useful but narrower than a general title, participant, domain, tag, and destination rule builder.", "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": "krisp", "name": "Krisp", "summary": "Calendar, manager, and recurring-channel auto-sharing", "detail": "Krisp auto-shares transcripts, notes, and recordings to same-workspace calendar invitees when its calendar and join prerequisites are met; the setting defaults on during rollout. Advanced can also route selected users’ external meetings to managers, and recurring meetings can post to Teams channels. The audience logic is useful but narrower than a general title, participant, domain, tag, and destination rule builder.", "level": "strong", "sources": [ { "label": "Krisp meeting sharing", "url": "https://help.krisp.ai/hc/en-us/articles/10386573495196-Sharing-your-meetings-with-Krisp", "note": "Automatic sharing to same-workspace calendar invitees, prerequisites, and rollout behavior." }, { "label": "Krisp Manager View", "url": "https://help.krisp.ai/hc/en-us/articles/21142526003356-Manager-View", "note": "Advanced-plan automatic sharing of selected team members' external meetings to chosen managers." }, { "label": "Krisp Microsoft Teams integration", "url": "https://help.krisp.ai/hc/en-us/articles/26704048673436-Integrate-Krisp-with-Microsoft-Teams", "note": "Automatic notes delivery for recurring meetings and manual channel sharing." } ] } }, { "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. Krisp: Core includes action-item, note, and transcript triggers through Zapier and webhooks; a generated action item can create a Jira task through Zapier. Advanced adds team webhooks. Krisp is still less centered on custom AI extraction and a native multi-step condition/action canvas.", "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": "krisp", "name": "Krisp", "summary": "Automatic action items, webhooks, and Zapier; fewer native rules", "detail": "Core includes action-item, note, and transcript triggers through Zapier and webhooks; a generated action item can create a Jira task through Zapier. Advanced adds team webhooks. Krisp is still less centered on custom AI extraction and a native multi-step condition/action canvas.", "level": "available", "sources": [ { "label": "Krisp centralized action items", "url": "https://help.krisp.ai/hc/en-us/articles/18809437531420-Centralized-Action-Items-in-account-dashboard", "note": "Automatic task creation and assignment plus team-wide views, due dates, priorities, assignees, status, and completion." }, { "label": "Krisp webhook API", "url": "https://help.krisp.ai/hc/en-us/articles/24514911804316-Webhook-API", "note": "Core user webhooks and Advanced team webhook scope." }, { "label": "Krisp Zapier integration", "url": "https://help.krisp.ai/hc/en-us/articles/14772270941852-Integrate-Krisp-with-Zapier", "note": "Action-item, key-point, outline, and transcript triggers, including Jira task creation through Zapier." }, { "label": "Krisp pricing", "url": "https://krisp.ai/pricing/", "note": "Core, Advanced, and Enterprise pricing, storage, capture, language, integration, and governance gates." } ] } }, { "key": "integrations", "label": "Integrations", "lead": "Fireflies has broader documented support for integrations.", "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. Krisp: Core covers general integrations and webhooks. Salesforce and more revenue-focused management features require Advanced.", "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": "krisp", "name": "Krisp", "summary": "Common work tools; Salesforce on Advanced", "detail": "Core covers general integrations and webhooks. Salesforce and more revenue-focused management features require Advanced.", "level": "available", "sources": [ { "label": "Krisp pricing", "url": "https://krisp.ai/pricing/", "note": "Core, Advanced, and Enterprise pricing, storage, capture, language, integration, and governance gates." }, { "label": "Krisp webhook API", "url": "https://help.krisp.ai/hc/en-us/articles/24514911804316-Webhook-API", "note": "Core user webhooks and Advanced team webhook scope." }, { "label": "Krisp Zapier integration", "url": "https://help.krisp.ai/hc/en-us/articles/14772270941852-Integrate-Krisp-with-Zapier", "note": "Action-item, key-point, outline, and transcript triggers, including Jira task creation through Zapier." } ] } }, { "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. Krisp: The hosted OAuth MCP can search meetings, fetch full transcripts and summaries, list action items by assignee or completion state, inspect activity, and read upcoming meetings. Agent access is unusually accessible at the entry tier. Teams needing centralized webhook management move to Advanced, while private deployment is Enterprise.", "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": "krisp", "name": "Krisp", "summary": "MCP with transcripts and tasks, plus webhooks on Core", "detail": "The hosted OAuth MCP can search meetings, fetch full transcripts and summaries, list action items by assignee or completion state, inspect activity, and read upcoming meetings. Agent access is unusually accessible at the entry tier. Teams needing centralized webhook management move to Advanced, while private deployment is Enterprise.", "level": "strong", "sources": [ { "label": "Krisp MCP", "url": "https://help.krisp.ai/hc/en-us/articles/25396920405148-Krisp-MCP", "note": "OAuth MCP access to transcripts, summaries, key points, action items, and calendar context." }, { "label": "Krisp centralized action items", "url": "https://help.krisp.ai/hc/en-us/articles/18809437531420-Centralized-Action-Items-in-account-dashboard", "note": "Automatic task creation and assignment plus team-wide views, due dates, priorities, assignees, status, and completion." }, { "label": "Krisp webhook API", "url": "https://help.krisp.ai/hc/en-us/articles/24514911804316-Webhook-API", "note": "Core user webhooks and Advanced team webhook scope." } ] } }, { "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. Krisp: Enforced modes and manager views require Advanced. SSO/SCIM, a negotiable data-center choice, unlimited storage, private/on-device options, and the documented 100+ seat HIPAA path are Enterprise. Krisp’s security page says standard cloud data is US-hosted with no regional option.", "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": "krisp", "name": "Krisp", "summary": "Policy tools on Advanced; private deployment and compliance on Enterprise", "detail": "Enforced modes and manager views require Advanced. SSO/SCIM, a negotiable data-center choice, unlimited storage, private/on-device options, and the documented 100+ seat HIPAA path are Enterprise. Krisp’s security page says standard cloud data is US-hosted with no regional option.", "level": "available", "sources": [ { "label": "Krisp pricing", "url": "https://krisp.ai/pricing/", "note": "Core, Advanced, and Enterprise pricing, storage, capture, language, integration, and governance gates." }, { "label": "Krisp security and data handling", "url": "https://krisp.ai/security-for-ai-meeting-assistant/", "note": "No-training posture, US cloud storage, lack of standard regional residency, on-device transcription, encryption, and Enterprise controls." }, { "label": "Krisp cloud processing", "url": "https://help.krisp.ai/hc/en-us/articles/360012035500-What-data-Krisp-sends-to-the-cloud", "note": "Local noise cancellation plus on-device or transient cloud processing in transcript-only mode." } ] } }, { "key": "languages", "label": "Languages", "lead": "Fireflies has broader documented support for languages.", "analysis": "Fireflies: Fireflies advertises broad transcription coverage. Real-world speaker separation and accuracy still depend on capture mode, room acoustics, accents, and vocabulary. Krisp: Adequate for many English-centered teams, but much narrower on paper than competitors advertising 75 or 100+ languages.", "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": "krisp", "name": "Krisp", "summary": "16 transcription languages", "detail": "Adequate for many English-centered teams, but much narrower on paper than competitors advertising 75 or 100+ languages.", "level": "limited", "sources": [ { "label": "Krisp multilingual transcription", "url": "https://help.krisp.ai/hc/en-us/articles/13803811067292-Record-and-transcribe-multilingual-meetings", "note": "Current 16-language transcription list." } ] } } ], "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, Intercom, and Plain. 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 add search and retrieval across meetings, transcripts, action items, calendars, email, people, companies, and tags, and can update meetings and tags, share meetings, and create, update, or delete action items. 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": "Access from ChatGPT, Claude, Cursor, Codex, and other MCP clients to meetings, transcripts, action items, people, companies, calendar, email, and tags, plus write tools for meetings, tags, sharing, and action items." }, { "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 Krisp?", "answer": "Fireflies is broader on live assistance, integrations, and meeting workflows. Krisp is built around real-time noise cancellation, voice isolation, and audio processing." }, { "question": "Which is less expensive, Fireflies.ai or Krisp?", "answer": "Fireflies.ai: Free; Pro from $10/user/month annually. Krisp: Core $8 and Advanced $15/user/month with annual billing. Compare the paid seats, included usage, recording access, and admin features you actually need." }, { "question": "Can Fireflies.ai and Krisp record without a bot?", "answer": "Fireflies.ai: Bot, bot-free desktop, mobile, and SDK-based capture. Krisp: Bot-free system-audio capture. 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. Krisp: Calendar, manager, and recurring-channel auto-sharing." }, { "question": "Can I access and move the full meeting data?", "answer": "Fireflies: GraphQL API, webhooks, and a rich remote MCP server. Krisp: MCP with transcripts and tasks, plus webhooks on Core. 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": "krisp", "productName": "Krisp", "label": "Krisp pricing", "url": "https://krisp.ai/pricing/", "note": "Core, Advanced, and Enterprise pricing, storage, capture, language, integration, and governance gates." }, { "productId": "krisp", "productName": "Krisp", "label": "Krisp mobile recording", "url": "https://help.krisp.ai/hc/en-us/articles/20282426717596-How-to-record-in-person-meetings-with-Krisp-Mobile-App", "note": "iOS/Android in-person capture and mobile noise-cancellation limitation." }, { "productId": "krisp", "productName": "Krisp", "label": "Krisp calendar and speaker naming", "url": "https://help.krisp.ai/hc/en-us/articles/10277892556828-Connecting-your-Calendar-to-Krisp", "note": "Calendar-based replacement of generic speaker labels with names is currently limited to one-on-one meetings." }, { "productId": "krisp", "productName": "Krisp", "label": "Krisp meeting sharing", "url": "https://help.krisp.ai/hc/en-us/articles/10386573495196-Sharing-your-meetings-with-Krisp", "note": "Automatic sharing to same-workspace calendar invitees, prerequisites, and rollout behavior." }, { "productId": "krisp", "productName": "Krisp", "label": "Krisp Manager View", "url": "https://help.krisp.ai/hc/en-us/articles/21142526003356-Manager-View", "note": "Advanced-plan automatic sharing of selected team members' external meetings to chosen managers." }, { "productId": "krisp", "productName": "Krisp", "label": "Krisp Microsoft Teams integration", "url": "https://help.krisp.ai/hc/en-us/articles/26704048673436-Integrate-Krisp-with-Microsoft-Teams", "note": "Automatic notes delivery for recurring meetings and manual channel sharing." }, { "productId": "krisp", "productName": "Krisp", "label": "Krisp recording FAQ", "url": "https://help.krisp.ai/hc/en-us/articles/12216182124956-FAQ-about-Krisp-Recording-feature", "note": "Audio recording and optional Krisp-bot video path; supplemented by the newer bot-free screen-recording guide." }, { "productId": "krisp", "productName": "Krisp", "label": "Krisp bot-free screen recording", "url": "https://help.krisp.ai/hc/en-us/articles/16168004763420-Screen-record-your-meetings-with-Krisp", "note": "Bot-free screen/video capture and supported macOS/Windows versions." }, { "productId": "krisp", "productName": "Krisp", "label": "Krisp multilingual transcription", "url": "https://help.krisp.ai/hc/en-us/articles/13803811067292-Record-and-transcribe-multilingual-meetings", "note": "Current 16-language transcription list." }, { "productId": "krisp", "productName": "Krisp", "label": "Krisp MCP", "url": "https://help.krisp.ai/hc/en-us/articles/25396920405148-Krisp-MCP", "note": "OAuth MCP access to transcripts, summaries, key points, action items, and calendar context." }, { "productId": "krisp", "productName": "Krisp", "label": "Krisp centralized action items", "url": "https://help.krisp.ai/hc/en-us/articles/18809437531420-Centralized-Action-Items-in-account-dashboard", "note": "Automatic task creation and assignment plus team-wide views, due dates, priorities, assignees, status, and completion." }, { "productId": "krisp", "productName": "Krisp", "label": "Krisp Zapier integration", "url": "https://help.krisp.ai/hc/en-us/articles/14772270941852-Integrate-Krisp-with-Zapier", "note": "Action-item, key-point, outline, and transcript triggers, including Jira task creation through Zapier." }, { "productId": "krisp", "productName": "Krisp", "label": "Krisp webhook API", "url": "https://help.krisp.ai/hc/en-us/articles/24514911804316-Webhook-API", "note": "Core user webhooks and Advanced team webhook scope." }, { "productId": "krisp", "productName": "Krisp", "label": "Krisp security and data handling", "url": "https://krisp.ai/security-for-ai-meeting-assistant/", "note": "No-training posture, US cloud storage, lack of standard regional residency, on-device transcription, encryption, and Enterprise controls." }, { "productId": "krisp", "productName": "Krisp", "label": "Krisp cloud processing", "url": "https://help.krisp.ai/hc/en-us/articles/360012035500-What-data-Krisp-sends-to-the-cloud", "note": "Local noise cancellation plus on-device or transient cloud processing in transcript-only mode." } ], "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." } }