Fireflies.aiCompanyFireflies.aiFireflies.ai is an AI meeting-intelligence platform that records, transcribes, summarizes, searches, and analyzes conversations across video calls, phone calls, and other meeting workflows.FirefliesOpen companyAI Meeting Notes
Fireflies
AI meeting assistant from Fireflies.ai. Its notetaker, Fred, joins Zoom, Google Meet, and Teams meetings from the calendar, records them, and sends attendees transcripts and summaries with action items. Desktop, Chrome, and mobile apps capture calls without a bot, and AI Skills, CRM sync, an API, and an MCP server send meeting data to other tools.
The 30-Second Take
Pick Fireflies if sales and client teams want every external call recorded, searchable and filed in the CRM.
Its notetaker, Fred, records Zoom, Google Meet and Teams calls and sends attendees a transcript and a summary. Among teams that record outside calls, note quality draws the most praise.
- Best fit
- Sales, recruiting, and client teams that want every external call recorded, searchable, and filed in the CRM.
- Main constraint
- The bot is visible and reaches outward by default, joining every calendar meeting and emailing recaps to every invitee until someone narrows it.
- First move
- Set auto-join, recap recipients, and default link access at the team level before the first customer call is recorded.
Why
Watch the defaults: the bot joins every calendar meeting and emails a recap to everyone on the invite, outside guests included. IT administrators write most of the complaints, and Case Western Reserve and Virginia Tech block it in university systems.
36 practitioners, 84 sources reviewed, Updated Oct 30, 2026How this is measured
- Operating stack
- AI Knowledge Work
Comparisons
How does Fireflies compare with the alternatives?
Fireflies vs Granola
- AI Meeting Notes
Choose Fireflies for a replayable shared record and Granola for private notes. Fireflies sends a visible notetaker that keeps audio, video from Pro, and a transcript, and emails recaps to attendees by default. Granola captures device audio with no bot and keeps text only.
Fireflies vs Microsoft Copilot
- AI Meeting Notes
Choose by where your meetings happen and who already holds a Copilot license. Copilot answers questions about Teams meetings for licensed users, as part of a US$30 Microsoft 365 Copilot seat billed yearly. Fireflies records Zoom, Meet, and Teams alike from US$10 a seat billed annually.
Fireflies vs Otter
- AI Meeting Notes
Pick Fireflies when monthly minute caps would bite: it lists unlimited transcription and caps storage on Free and Pro. Otter caps transcription per user each month, 300 minutes on Basic and 1,200 on Pro. Both send a notetaker into Zoom, Meet, and Teams, keep audio for playback, and record without a bot from a desktop app.
Operator Insights
What are business and product leaders learning from rolling Fireflies out across their teams?
John KarsantFounder & CEOLevelUp Leads
B2B lead generation agency. About 60 employees. More than 2.5 years on Fireflies.
Fireflies.ai, published Read the write-up (opens Fireflies.ai in a new tab)
Observation
At LevelUp Leads, one recorded hiring call replaces a panel, and recorded calls settle what a client agreed to.
- Takeaway
- Decide which meeting types become the team's record, and use recordings to cut attendance, such as staffing a hiring call with one person.
- What happened
- Karsant's team chose Fireflies after AI notetakers, Fireflies among them, began showing up in more of its meetings. It records outbound sales calls, client onboarding, and fulfillment check-ins, and when a client disputes what was discussed, the team goes back to the call. On hiring calls one person runs the conversation while other leaders review the recording on their own time. Fireflies pushes summaries and action items into HubSpot, and the copywriter writes client messaging from the recordings.
- Vendor customer story
- Published on the Fireflies blog in February 2026
- Customer named with role and company
Deployment details
B2B lead generation agency. About 60 employees. More than 2.5 years on Fireflies.
- Vendor customer story
- Published on the Fireflies blog in February 2026
- Customer named with role and company
- Team
- LevelUp Leads, about 60 employees
- Duration
- More than 2.5 years
- Workload
- Outbound sales calls, client onboarding and check-ins, and hiring calls, with summaries synced to HubSpot
- Measurement
- Sales managers save about 3 to 5 hours a week of manual CRM entry (company estimate)
Division of Information TechnologyUniversity central ITVirginia Tech
Organization-wide. University-managed systems. Notice published March 11, 2026.
Virginia Tech News, published Read the write-up (opens Virginia Tech News in a new tab)
Observation
Virginia Tech is blocking Fireflies and other unauthorized meeting assistants inside university systems.
- Takeaway
- Name the assistant inside the meeting platform you license, then block the rest so the rule does not depend on each user's settings.
- What happened
- Virginia Tech announced on March 11, 2026 that it would block unauthorized AI meeting assistants, Fireflies.ai among them, within university-managed systems over the following weeks, so tools staff had added get rolled back, because such third-party tools do not provide data protection. It points staff to the assistants built into Zoom and Teams.
“Over the coming weeks, the university will be blocking these tools within university-managed systems and environments.”
Virginia Tech Division of Information Technology - Public organization write-up (university IT notice)
Deployment details
Organization-wide. University-managed systems. Notice published March 11, 2026.
- Public organization write-up (university IT notice)
- Team
- University-managed systems
- Duration
- From March 2026
- Workload
- Meeting assistants on Zoom and Teams
- Product version
- Fireflies.ai and other third-party assistants
Buying and deployment
What business and product leaders should verify before rolling it out across teams.
Sourced from Fireflies documentation
Signals
What is the current evidence saying about Fireflies?
What 56 people, teams, and IT administrators report about running Fireflies, with each finding linked to its sources.
Practitioner sentiment, leaders and teams
+6 Mixed net
of 36 sources that take a side, each author counted once.
How this figure is madeCurrent sentiment
Positive, mixed and negative sources
Team and IT accounts split almost evenly. Teams that run Fireflies praise note quality, the searchable record, and integrations: Runlayer feeds customer calls into its agent pipeline, and a SaaS founder's agent reads calls through MCP. IT administrators raise the bot most: it adds itself to calendars, emails recaps to every invitee, and keeps joining meetings after the app is blocked. Six universities restrict it, and Case Western Reserve and Virginia Tech block it campus-wide. A community college points its faculty to Zoom's built-in AI, then branded AI Companion, instead.
Run a pilot on a month of real meetings to measure how much each summary needs editing before it is shared.
Evidence field. All 84 sources, one mark each.
Arrange by
Each mark is one source: positive, mixed, negative, no opinion stated, or documentation (not counted).
| Group | Sources | Positive | Mixed | Negative | No opinion stated and not counted in the score | Documentation, checked and not counted |
|---|---|---|---|---|---|---|
| Positive | 18 | 18 | 0 | 0 | 0 | 0 |
| Mixed | 2 | 0 | 2 | 0 | 0 | 0 |
| Negative | 16 | 0 | 0 | 16 | 0 | 0 |
| Not counted | 1 | 0 | 0 | 0 | 1 | 0 |
| Documentation | 21 | 0 | 0 | 0 | 0 | 21 |
| Outside this group | 26 | 10 | 1 | 4 | 11 | 0 |
| Quarter | Sources |
|---|---|
| Q1 2025 | 6 |
| Q2 2025 | 2 |
| Q3 2025 | 4 |
| Q4 2025 | 17 |
| Q1 2026 | 13 |
| Q2 2026 | 5 |
| Q3 2026 | 6 |
| Q4 2026 | 10 |
| Documentation, checked | 21 |
By sentiment
21 documentation pages check facts and are not counted; 26 sit outside this group.
Hover a mark for a quick look, click it or press Enter to open its source.Tap a mark to open its source, then step to its neighbors with Previous and Next.
What practitioners praise
Top praise of 3. Each mark is a source on it; filled marks praise it.
Most common concerns
Each mark is a source on it; filled marks raise it.
All 84 sources behind these findings
- X post on Fireflies transcriptsBijan S, X user (self-described: Meeting transcripts with Claude), X post, published Oct 27, 2026
- X post on Fireflies dictationShakthi, X user (self-described: Agent engineer), X post, published Oct 24, 2026
- X post on Fireflies billinguna, X user (self-described: Free trial user), X post, published Oct 23, 2026
- X post on Fireflies notetakerVarshith V hegde, X user (self-described: Fireflies user on X), X post, published Oct 23, 2026
- GitHub pull request on Fireflies HubSpot appjoshuaosborn561-lang, GitHub user (self-described: HubSpot CRM integration), GitHub pull request, published Oct 20, 2026
- X post on Fireflies with GrokBrad Carroll, founder of Dakno and DaklabAI (self-described: Personal assistant setup), X post, published Oct 15, 2026
- Runlayer's software factory, with customer calls from Fireflies as one signalRafal Wilinski, founding engineer at Runlayer and former AI agents lead at Zapier (self-described: Runlayer's agent pipeline, which turns customer calls, Slack channels, and CI failures into tracked issues and pull requests), X post, published Oct 13, 2026
- Pricing & PlansFireflies (Official Fireflies documentation), Product documentation, checked Oct 12, 2026
- AI Credits Pricing and OverviewFireflies (Official Fireflies documentation), Product documentation, checked Oct 12, 2026
- Fireflies Billing TermsFireflies (Official Fireflies documentation), Product documentation, checked Oct 12, 2026
- How Fireflies joins and records your meetingsFireflies (Official Fireflies documentation), Product documentation, checked Oct 12, 2026
- Auto-join and email recap settingsFireflies (Official Fireflies documentation), Product documentation, checked Oct 12, 2026
- Privacy settings for meeting recapsFireflies (Official Fireflies documentation), Product documentation, checked Oct 12, 2026
- Recording Consent and Meeting ComplianceFireflies (Official Fireflies documentation), Product documentation, checked Oct 12, 2026
- Record meetings without a bot on the Desktop AppFireflies (Official Fireflies documentation), Product documentation, checked Oct 12, 2026
- How consent notifications work on the Desktop AppFireflies (Official Fireflies documentation), Product documentation, checked Oct 12, 2026
- Recording Modes for ComplianceFireflies (Official Fireflies documentation), Product documentation, checked Oct 12, 2026
- Auto-delete meetingsFireflies (Official Fireflies documentation), Product documentation, checked Oct 12, 2026
- How Fireflies keeps your information safeFireflies (Official Fireflies documentation), Product documentation, checked Oct 12, 2026
- Learn about data storage and transferFireflies (Official Fireflies documentation), Product documentation, checked Oct 12, 2026
- Privacy PolicyFireflies (Official Fireflies documentation), Product documentation, checked Oct 12, 2026
- Terms of ServiceFireflies (Official Fireflies documentation), Product documentation, checked Oct 12, 2026
- Set up HIPAA complianceFireflies (Official Fireflies documentation), Product documentation, checked Oct 12, 2026
- Fireflies MCP serverFireflies (Official Fireflies documentation), Product documentation, checked Oct 12, 2026
- Fireflies API overviewFireflies (Official Fireflies documentation), Product documentation, checked Oct 12, 2026
- Supported languagesFireflies (Official Fireflies documentation), Product documentation, checked Oct 12, 2026
- Meeting storage limitsFireflies (Official Fireflies documentation), Product documentation, checked Oct 12, 2026
- Unlimited transcriptions on the Free planFireflies (Official Fireflies documentation), Product documentation, checked Oct 12, 2026
- X post on Fireflies with an AI agentRobb Lejuwaan, founder of Bluhook (self-described: Client calls on Zoom), X post, published Oct 12, 2026
- My CEO stack for running company in 2026Stakh Vozniak, CEO and co-founder of Cargofy (The tools Cargofy's CEO runs the logistics software company on), X post, published Oct 8, 2026
- Reviewing how our wording changed with customers, through Fireflies and MCPKarl Heinz Frankeser, founder and CEO of METAVSHN (Internal and sales calls at his SaaS company, read by an AI agent through MCP), X post, published Oct 7, 2026
- Fireflies.ai review on Product HuntHarsha Gaddipati, Product Hunt reviewer at Slashy (self-described: Slashy uses the meeting record to draft follow-ups), Product Hunt review, published Sep 13, 2026
- What My Meeting Notes Overheard Me Say This SummerAsha Talwar Coco, beauty and CPG brand strategist who advises founders (self-described: A brand adviser counting the summer of client calls her Fireflies notetaker recorded), Newsletter post, Time To GlowUp (Substack), published Sep 6, 2026
- propose fireflies transcript integrationTimo Beckmann, founding engineer at Matix (self-described: A startup engineer whose company was trialing Comp AI's open-source CRM for internal use), GitHub pull request on trycompai/crm, published Aug 6, 2026
- fix(skill): fireflies
transcripts listfails against current GraphQL schemaMagnus Hedemark, Groktopus (self-described: An open-source agent skill that reads Fireflies transcripts through the GraphQL API), GitHub issue on magnus919/agent-skills, published Aug 6, 2026 - Fireflies.ai review on Product HuntRafaella Fontes, Product Hunt reviewer (self-described: Sales conversations of the reviewer's team, processed further by BackEngine), Product Hunt review, published Aug 4, 2026
- Comment on: AI notetaking without permissionBells_Ringing, r/sales commenter (self-described: Own calls), Reddit comment, published Jul 23, 2026
- Meeting list fetch silently truncates: skip-pagination breaks on first empty page with no retriesDzhuneyt, CTO at Protokol and AWS Community Builder (self-described: A meeting downloader run every 6 hours against one account of about 1,810 meetings), GitHub issue on Dzhuneyt/fireflies.ai-meetings-downloader, published Jun 12, 2026
- AI Meeting Note-Taking ToolsMorgan State University Division of Information Technology (self-described: University-hosted Zoom meetings), University IT guidance page, published Jun 10, 2026
- AI TranscribingSadMadNewb, Managed service provider, r/msp (self-described: An MSP team's meetings), Reddit post, published Apr 28, 2026
- How to stop AI note-taking bots from joining a university Teams meeting without authorization?California University of Science and Medicine Help Desk (self-described: University Teams meetings), University IT help page, published Apr 21, 2026
- How Fireflies.ai Changed the Way We Run MeetingsScott Monday, CEO and founder of kitchen & bath CRATE, writing for owners of US$2M to US$20M companies (Recording nearly every meeting across Monday's companies for a year), Newsletter, published Apr 4, 2026
- Comment on: Cohere Transcribe: Speech Recognitionramon156, Hacker News commenter who set Fireflies up for their company (self-described: Company-wide setup of Fireflies for internal meetings), Hacker News comment, published Mar 31, 2026
- Comment on: AI meeting notetaker with sentiment detection + email alertsdatura_mon_amour, r/ChatGPT commenter (self-described: French-language meetings), Reddit comment, published Mar 28, 2026
- Use of unauthorized AI meeting assistantsVirginia Tech Division of Information Technology and IT Security Office (self-described: University-managed systems, classes, and meetings), University IT notice, Virginia Tech News, published Mar 11, 2026
- Fireflies.ai review on Product HuntCharlie Crown, Product Hunt reviewer (self-described: Left Fireflies for Fathom), Product Hunt review, published Mar 7, 2026
- Comment on: Don't trust AI agentsrubslopes, Hacker News commenter (self-described: Client work, notes kept in Obsidian), Hacker News comment, published Feb 28, 2026
- How to Build an AI Assistant That Remembers Everything (Claude Code Tutorial)Michael Crist, manager and newsletter writer (self-described: His own 1:1s and meetings, synced from Fireflies into an Obsidian vault that Claude Code searches), Newsletter post, Substack, published Feb 10, 2026
- Comment on: Show HN: Automatically build sales playbook. For founders doing salescmuguythrow, Hacker News commenter, founder of a seed-stage startup and its only salesperson (self-described: Every call, sales calls included), Hacker News comment, published Jan 22, 2026
- Technology Bulletin January 2026Adi Abhyankar, Solutions Developer in Engineering Technical Services at Arizona State University (ASU engineering IT's bulletin telling faculty and staff which meeting notetakers they may use), University IT bulletin, ASU Engineering Technical Services, published Jan 15, 2026
- Comment on: Show HN: Basic AI agent that auto-generates B2B sales follow-upssneurgaonkar, Hacker News commenter who built an open-source sales follow-up agent (self-described: Sales team follow-ups on stale HubSpot deals), Hacker News comment, published Jan 7, 2026
- Fireflies.ai review on TrustRadiusJavier Casillas, Founder and CEO, Be You, But Louder (1-10 employees) (self-described: Coaching calls with Casillas's own clients), TrustRadius review, published Jan 7, 2026
- Fireflies.ai review on TrustRadiusZahra Miller, Managing Partner, EvaluCore Consulting (1-10 employees) (self-described: Internal check-ins and client meetings, weekly), TrustRadius review (incentivized), published Jan 2, 2026
- Fireflies.ai review on TrustRadiusKapil Amarnani, Business Development Manager, SoftwareSuggest (11-50 employees) (self-described: SoftwareSuggest's sales team, more than 12 months), TrustRadius review (incentivized), published Jan 2, 2026
- Fireflies.ai review on TrustRadiusStephanie Puryear Helling, Consultant, speaker, and executive coach, founder of SPH Services (1-10 employees) (self-described: Many Zoom calls a day), TrustRadius review (incentivized), published Jan 1, 2026
- Comment on: Three kinds of AI products workkoliber, Hacker News commenter (self-described: Some of the commenter's own meetings), Hacker News comment, published Nov 16, 2025
- Fireflies.ai review on Product HuntJimmy Acton, Product Hunt reviewer (self-described: The reviewer's business adopted it after a client's meeting), Product Hunt review, published Nov 11, 2025
- Comment on: Blocking AI notetakersphaze08, IT administrator, r/sysadmin (self-described: Blocking notetakers in a Microsoft 365 tenant), Reddit comment, published Nov 7, 2025
- Get Fireflies team insights and guidance for complete integrationAlex Galey, freelance CTO at Smart CTO (self-described: Building the Fireflies app for the open-source Twenty CRM), GitHub issue on twentyhq/twenty, published Nov 4, 2025
- Comment on: How to fully remove Otter.ai from M365?CleverMonkeyKnowHow, r/sysadmin commenter (self-described: Organization where only some staff hold Copilot licenses), Reddit comment, published Oct 16, 2025
- Comment on: Teams meeting AI note taker virusDefconx19, IT administrator, r/sysadmin (self-described: Company that provides Fireflies as its governed notetaker), Reddit comment, published Oct 14, 2025
- Comment on: Teams meeting AI note taker virusTronFan, IT administrator, r/sysadmin (self-described: Meetings with outside parties who bring notetakers), Reddit comment, published Oct 8, 2025
- Teams meeting AI note taker viruscyberdeck_operator, IT administrator, r/sysadmin (self-described: A company that meets external parties on Teams), Reddit post, published Oct 7, 2025
- Comment on: Teams meeting AI note taker virusoxieg3n, r/sysadmin commenter (self-described: The commenter's team uses Fireflies with multiple clients), Reddit comment, published Oct 7, 2025
- Comment on: Teams meeting AI note taker virusFallingdamage, IT administrator, r/sysadmin (self-described: One approved Fireflies user in a locked-down Teams tenant), Reddit comment, published Oct 7, 2025
- Comment on: Teams meeting AI note taker virusNot_Blake, IT administrator, r/sysadmin (self-described: Fixing the same Fireflies spread in another tenant), Reddit comment, published Oct 7, 2025
- Comment on: Teams meeting AI note taker virusChaucer85, IT administrator, r/sysadmin (self-described: The commenter's company Teams tenant), Reddit comment, published Oct 7, 2025
- Comment on: Teams meeting AI note taker virus11CRT, IT administrator, r/sysadmin (self-described: The commenter's company, after a Fireflies invite reached the CEO), Reddit comment, published Oct 7, 2025
- Comment on: Teams meeting AI note taker virusdoctorevil30564, IT administrator, r/sysadmin (self-described: Company that allows only licensed Copilot for meetings), Reddit comment, published Oct 7, 2025
- Comment on: Teams meeting AI note taker virusHowdyBallBag, r/sysadmin commenter (self-described: Former Fireflies user), Reddit comment, published Oct 7, 2025
- Fireflies.ai review on Product HuntTejasvi Ravi, Product Hunt reviewer (self-described: Work and personal calendars), Product Hunt review, published Oct 6, 2025
- Risks with using AI Notetakers for MeetingsSage Freeman, Associate Dean at Chemeketa Community College (Chemeketa's Center for Academic Innovation steering faculty from free notetakers to Zoom AI Companion), College faculty technology update, Chemeketa Faculty Hub, published Oct 2, 2025
- Learn about upcoming third-party "AI note-taker" application blockCase Western Reserve University, Office of Information Security (self-described: University Zoom, Microsoft Teams, and Google Meet accounts), University IT notice, The Daily at Case Western Reserve University, published Aug 27, 2025
- Meeting AI for Microsoft Teams that doesn't require you to disable all securityincompletesystem, IT administrator, r/sysadmin (self-described: Evaluating meeting AI for Teams and Zoom), Reddit post, published Aug 12, 2025
- Note-taking app that has supreme accuracy?ErwinPPC, r/productivity poster (self-described: Google Meet and Zoom calls), Reddit post, published Aug 5, 2025
- Fireflies.ai review on TrustRadiusMaria Sergeeva, UX and Content Designer, Career Pathway Institute (51-200 employees) (self-described: Career Pathway Institute's meetings), TrustRadius review (incentivized), published Jul 31, 2025
- Fireflies.ai review on Product HuntUjjwal Nambiar, Product Hunt reviewer (self-described: Important meetings of the reviewer's team), Product Hunt review, published Jun 5, 2025
- Fireflies.ai review on TrustRadiusSusie Ippolito, Brand Strategist, SI Brands LLC (1-10 employees) (self-described: Client meetings and client interviews that are part of what SI Brands sells), TrustRadius review (incentivized), published Apr 4, 2025
- UW-Madison Zoom - Third-party AI Assistant BotsUW-Madison DoIT Help Desk (self-described: University Zoom meetings), University IT knowledge base article, published Mar 27, 2025
- Fireflies.ai review on Product HuntSwagam Dasgupta, Product Hunt reviewer (self-described: Product discovery interviews with more than 100 marketers), Product Hunt review, published Feb 27, 2025
- Fireflies.ai review on Product HuntUzair Khalid, Product Hunt reviewer (self-described: Own use, including team and integration pages), Product Hunt review, published Feb 19, 2025
- Comment on: Ask HN: What AI tools is your company using in production?cloudking, Hacker News commenter (self-described: Tools the commenter's company uses in production), Hacker News comment, published Jan 16, 2025
- Fireflies.ai review on Product HuntLea L, Product Hunt reviewer (self-described: Remote meetings of the reviewer's team), Product Hunt review, published Jan 13, 2025
- Comment on: Stop taking meeting notes. Use iOS 18.1 voice memos + ChatGPT for perfect meeting notes & summaries (free).Successful_Support_4, r/productivity commenter (self-described: Former Fireflies subscriber), Reddit comment, published Jan 6, 2025
Jan 2025 to Oct 2026.
63 sources from practitioners, by month and sentiment.
Where It Fits
Where does Fireflies belong in the stack?
Fireflies is Core across Create, supports Find, Analyze, and Automate, and touches Assist.
- Business area
- Company-wide
- Function
- Knowledge Work
- Operating stack
- AI Knowledge Work
- Primary role
- AI Meeting Assistant
Assist
AI assistant: Touches
AI assistant, touches. AskFred answers questions about the user's meetings, and Claude, ChatGPT, and other MCP clients can query Fireflies meetings through its MCP server. Open-ended drafting and research stay with a general assistant.
Find
Web research: Touches
Web research, touches. Fireflies works on meeting, email, and call content, so cited research on the public web belongs to a research tool.
Enterprise search: Supports
Enterprise search, supports. Global search and AskFred cover every meeting a user can access, and meeting channels and user groups organize them for a team. Search across the company's documents and other apps stays with an enterprise search product.
Create
Documents: Supports
Documents, supports. Fireflies writes meeting summaries and AI Skill outputs. Its Email Assistant drafts Gmail and Outlook replies. The Notion integration saves notes to pages or databases. The team's documents stay in those tools.
Meeting notes: Core
Meeting notes, core. This is Fireflies' primary role. Its notetaker joins calendar meetings on Zoom, Google Meet, Teams, and other platforms, records audio and video, and writes transcripts and summaries with action items. Desktop, Chrome, and mobile capture covers calls the bot cannot join.
Analyze
Data analysis: Supports
Data analysis, supports. Conversation intelligence reports talk time by speaker, sentiment, the questions asked, and topic trackers, and admins get team analytics on Business and Enterprise. Analysis of structured business data stays with an analytics tool.
Automate
Automation: Supports
Automation, supports. AI Skills, Autofill CRM for HubSpot and Salesforce, Voice Agents, webhooks, and a Zapier integration that reaches more than 6,000 services act on meeting data. Multi-step automation across other apps runs in Zapier or a tool like it.
Market mapThe layers Fireflies covers, and who else owns each one.
Meeting capture & notes
Enterprise search & company knowledge
Writing & documents
Data analysis & reporting
Workflow automation & agents
2 more layers on the full map. Core, Supports and Touches describe coverage. They say nothing about quality.
