SAMPLE — illustrates our AI Visibility Snapshot report format using a different, unrelated vertical (AI meeting note-taking apps, 5 real brands). Not a report about your own brand or clients.
Sample — not a client deliverable
AI Visibility Snapshot — SAMPLE Vertical: AI Meeting Note-Taking Apps
A dated, point-in-time look at how AI assistants and web search describe five well-known brands in one product category.
Snapshot date: 2026-07-04Vertical: AI meeting note-taking / transcription appsBrands tracked: 5Prompts run: 6Engines run in this sample: 5 of 5 (see below)
1. Why this vertical
We picked AI meeting note-taking / transcription apps rather than a broader category (e.g. generic
"note-taking apps," which would mix in unrelated products like Notion or Evernote) or an obscure local-business
niche. This category has a small set of well-known, distinctly-named competitors that AI assistants and web
search engines have substantial, genuine training/indexing exposure to — which makes AI-visibility comparisons
meaningful rather than a coin flip on brand-name recall. It's also a live, competitive SaaS category with real
buyer-intent search behavior ("best AI note taker," "X vs Y"), matching how a solo SEO consultant's client would
actually be evaluated by a prospect using AI search.
We defined 6 buyer-intent prompts a real prospect would plausibly type into an AI assistant or search bar when
evaluating this category, then ran each prompt against all 5 engines below — the same set a commissioned snapshot
covers. ChatGPT, Perplexity, and Gemini were run as their live, logged consumer products (chatgpt.com,
perplexity.ai, gemini.google.com) on 2026-07-04, not an API substitute — each verbatim response below is exactly
what that product returned that day.
Engine
Run in this sample?
Notes
Claude (Anthropic assistant)
Run
Answered directly by the Claude model producing this report, 2026-07-04. Verbatim responses logged below.
Web Search (AI-Overview-style proxy)
Run
Live web search via tool, 2026-07-04. Used as a proxy for AI-Overview-style synthesized answers, not Google's actual AI Overviews product.
ChatGPT
Run
Live at chatgpt.com, 2026-07-04, default model, no account/login. Verbatim responses logged below.
Perplexity
Run
Live at perplexity.ai, 2026-07-04, default model, no account/login. Verbatim responses logged below.
Gemini
Run
Live at gemini.google.com, 2026-07-04, default (Flash) model, logged-in Google account, "Keep activity" left off. Verbatim responses logged below.
"Mentioned" = the brand name appears in the response, regardless of tone. See §6 for verbatim logs and how each brand was actually described.
Prompt
Otter.ai
Fireflies
Fathom
tl;dv
Granola
P1: Best AI meeting note-taker for a small team? (Claude)
Yes
Yes
Yes
Yes
Yes
P1: Best AI meeting note-taker for a small team? (Web)
No
Yes
Yes
Yes
No
P1: Best AI meeting note-taker for a small team? (ChatGPT)
Yes
Yes
Yes
No
Yes
P1: Best AI meeting note-taker for a small team? (Perplexity)
Yes
Yes
Yes
No
No
P1: Best AI meeting note-taker for a small team? (Gemini)
Yes
Yes
Yes
No
Yes
P2: Otter.ai vs Fireflies.ai — which is better? (Claude)
Yes
Yes
n/a
n/a
n/a
P2: Otter.ai vs Fireflies.ai — which is better? (Web)
Yes
Yes
n/a
n/a
n/a
P2: Otter.ai vs Fireflies.ai — which is better? (ChatGPT)
Yes
Yes
n/a
n/a
n/a
P2: Otter.ai vs Fireflies.ai — which is better? (Perplexity)
Yes
Yes
n/a
n/a
n/a
P2: Otter.ai vs Fireflies.ai — which is better? (Gemini)
Yes
Yes
n/a
n/a
n/a
P3: Is Fathom good for sales calls? (Claude)
n/a
n/a
Yes
n/a
n/a
P3: Is Fathom good for sales calls? (Web)
n/a
n/a
Yes
n/a
n/a
P3: Is Fathom good for sales calls? (ChatGPT)
n/a
n/a
Yes
n/a
n/a
P3: Is Fathom good for sales calls? (Perplexity)
n/a
n/a
Yes
n/a
n/a
P3: Is Fathom good for sales calls? (Gemini)
n/a
n/a
Yes
n/a
n/a
P4: Best tool to auto-transcribe/summarize Zoom meetings? (Claude)
Yes
Yes
No
No
No
P4: Best tool to auto-transcribe/summarize Zoom meetings? (Web)
Yes
No
No
No
No
P4: Best tool to auto-transcribe/summarize Zoom meetings? (ChatGPT)
Yes
Yes
Yes
No
No
P4: Best tool to auto-transcribe/summarize Zoom meetings? (Perplexity)
Yes
No
No
No
No
P4: Best tool to auto-transcribe/summarize Zoom meetings? (Gemini)
Yes
Yes
No
Yes
No
P5: tl;dv vs Otter.ai for recording meetings? (Claude)
Yes
n/a
n/a
Yes
n/a
P5: tl;dv vs Otter.ai for recording meetings? (Web)
Yes
n/a
n/a
Yes
n/a
P5: tl;dv vs Otter.ai for recording meetings? (ChatGPT)
Yes
n/a
n/a
Yes
n/a
P5: tl;dv vs Otter.ai for recording meetings? (Perplexity)
Yes
n/a
n/a
Yes
n/a
P5: tl;dv vs Otter.ai for recording meetings? (Gemini)
Yes
n/a
n/a
Yes
n/a
P6: Is Granola good for in-person note-taking? (Claude)
n/a
n/a
n/a
n/a
Yes
P6: Is Granola good for in-person note-taking? (Web)
n/a
n/a
n/a
n/a
Yes
P6: Is Granola good for in-person note-taking? (ChatGPT)
n/a
n/a
n/a
n/a
Yes
P6: Is Granola good for in-person note-taking? (Perplexity)
n/a
n/a
n/a
n/a
Yes
P6: Is Granola good for in-person note-taking? (Gemini)
n/a
n/a
n/a
n/a
Yes
"n/a" = the brand was not the subject of that prompt (e.g. Fathom wasn't asked about in the Otter-vs-Fireflies prompt) and is excluded from that row's comparison rather than counted as a miss. This is a 6-prompt directional sample across 5 engines, not a statistically stable share-of-voice score — see Limitations.
5. Key findings per brand (honest, hedged where the underlying answer was hedged)
Otter.ai Strongest, most consistent
Mentioned by all 5 engines in every prompt where it was relevant (P1 5/5, P2 5/5, P4 5/5, P5 5/5) — the only brand with a perfect record across this sample. Every engine independently converges on the same positioning: strong for live/real-time transcription, individual/solo use, and mobile/in-person recording, with a smaller free tier (300 min/mo) than several competitors. This consistency across five independently-run engines is itself a finding — Otter's category association is the most durable of the five brands tracked.
Fireflies.ai Frequently surfaced
Mentioned in P1 (5/5), P2 (5/5), and P4 (3 of 5 — Claude, ChatGPT, Gemini yes; web search and Perplexity no). All engines converge on the same differentiator versus Otter: CRM integrations (Salesforce/HubSpot), multi-language support, and team/sales workflows. Web search cited a specific accuracy figure (94.2% vs Otter's 93.8%) from a third-party comparison site that no other engine repeated — flagged as an unverified secondary claim, not confirmed by us.
Fathom Strong except one real gap
Mentioned in P1 (5/5 — every engine, including web search calling it "the best free AI note-taker for small teams") and P3 (5/5, its own dedicated prompt), but only 1 of 5 engines (ChatGPT) mentioned it for P4's specific Zoom-transcription phrasing — Claude, web search, Perplexity, and Gemini all omitted a genuinely Zoom-compatible product from that exact query. This is a real, narrow visibility gap tied to that query's specific wording, not a general Fathom weakness — its overall presence across the sample is otherwise the second-strongest of the five. Web search also surfaced a negative signal (a competitor's blog citing "extremely inaccurate timestamps" on long calls) that no other engine repeated.
tl;dv Narrow: strong only on its own name
Mentioned in 5/5 engines for P5 (its own head-to-head prompt) but only 1 of 5 for P1 (web search only) and 1 of 5 for P4 (Gemini only) — despite being a genuine Zoom/Meet/Teams-compatible tool. The pattern across all five engines: tl;dv is recalled clearly when a prospect already names it, but is the least likely of the five brands to be volunteered in an open "what's the best tool" question. All engines that do mention it agree on its differentiator (video clips/highlights vs. Otter's live transcript).
Granola Narrowest surfacing — confirmed across all 5 engines
Mentioned in P6 (5/5, its own dedicated prompt) and 3 of 5 engines for P1 (Claude, ChatGPT, Gemini yes; web search and Perplexity no) — but 0 of 5 engines mentioned it for P4 (Zoom-transcription query), the same total blackout found in the original 2-engine read, now confirmed across all 5. This is the clearest, most consistent visibility gap in the sample: a real, live product that only surfaces when a prospect already knows its name, never as a volunteered recommendation for a Zoom-specific question. Multiple engines (web search, Gemini, ChatGPT) independently converged on the same real limitation — conference-room multi-speaker audio is a genuine, vendor-disclosed weak point, not an invented one.
6. Verbatim response log
P1 — "What's the best AI meeting note-taker for a small team?"
Claude — asked directly, 2026-07-04
"There's no single 'best' — it depends on trade-offs. Otter.ai is one of the most established and widely used for real-time transcription and is popular with individuals/small teams for its live transcript view. Fireflies.ai is often mentioned for teams that want CRM integrations and search across many past meetings. Fathom has a reputation (as of my training data) for a generous free tier. Granola is newer and differentiated by a 'notepad' approach (you type your own notes alongside an AI-enhanced transcript) rather than being a silent bot that joins calls. tl;dv is often positioned around clip-sharing and video highlights. I don't have reliable, current pricing or feature-parity data to declare a single winner — this would need a fresh comparison."
Web Search (AI-Overview-style proxy) — 2026-07-04
"Jamie is considered the best overall AI note-taker, with accuracy in transcription and speaker identification... Fathom is the best free AI note-taker for small teams who want reliable transcription and summaries without paying anything... Fellow is noted as a top pick for teams needing accuracy, security, and cross-meeting intelligence... Fireflies is one of the most established tools with support for over 100 languages... tl;dv offers the most generous free plan with unlimited video recordings... For small teams on a budget, Fathom or tl;dv are excellent free options, while Fellow and Jamie offer affordable paid plans."
Sources cited by search: meetjamie.ai, zapier.com, meetingnotes.com, efficient.app, assemblyai.com, tldv.io, laxis.com
ChatGPT (chatgpt.com, logged out) — 2026-07-04
"For a small team, the 'best' AI meeting note-taker depends on where you hold meetings and how you want to use the notes... Best overall for most small teams: Fathom — Excellent summaries, very generous free plan, easy sharing... Best for searchable knowledge: Fireflies.ai... Best if your company already uses Notion: Notion AI Meeting Notes... Best for privacy-conscious users: Granola — designed so you remain in control of your notes rather than relying on a meeting bot joining every call."
"For a small team, the best all-around choice is usually Otter or Fireflies, with the winner depending on how you work... Otter: Best general-purpose choice for small teams... Fireflies: Best for teams that want CRM integrations... Zoom AI Companion: Best if your team already lives in Zoom... Notta: Good if you want one tool that handles multiple platforms... Fathom: Nice for smaller teams or consultants who want fast, simple meeting summaries, especially on Zoom."
10 sources cited, incl. nsdesign.co, efficient.app
Gemini (gemini.google.com, logged-in Google account, Flash model) — 2026-07-04
"The 'best' AI meeting note-taker for a small team depends entirely on whether your team prioritizes deep app integrations, a great free tier, or a privacy-first, 'botless' experience... 1. Fathom — Best for Small Budgets... 2. Fireflies.ai — Best for Integrations & Workflows... 3. Granola — Best for Privacy & 'Bot-Free' Capture... 4. Otter.ai — Best for Real-Time Collaboration."
Note: Web search, ChatGPT, and Perplexity each independently surfaced brands outside our tracked 5 (Jamie, Fellow, Notion AI Meeting Notes, Zoom AI Companion, Notta) as top picks — a real, repeated competitive-crowding signal across three separately-run engines: the tracked brands are not automatically the top answer even in their own category. Notably, tl;dv was absent from ChatGPT's, Perplexity's, and Gemini's answers to this exact prompt — only web search mentioned it.
P2 — "Otter.ai vs Fireflies.ai — which is better?"
Claude — asked directly, 2026-07-04
"Both are well-known AI meeting transcription tools. My general impression (not verified/current): Otter.ai emphasizes real-time live transcription and has a strong reputation with individual users and journalists; Fireflies.ai emphasizes meeting search, CRM integrations (Salesforce/HubSpot type workflows), and multi-language support. I don't have confident, current data on accuracy benchmarks, pricing tiers, or which one is objectively 'better' — that depends on the buyer's workflow."
Web Search (AI-Overview-style proxy) — 2026-07-04
"Otter wants to be a real-time note-taking companion, while Fireflies wants to be a full-blown meeting intelligence system... Fireflies achieved 94.2% word-level accuracy versus Otter's 93.8%... Fireflies can record and transcribe spoken conversations in +100 languages, while Otter AI only supports English, French, and Spanish... Otter.ai wins for individuals and small teams, while Fireflies.ai wins for CRM-heavy sales teams."
Sources cited by search: cotera.co, speakwiseapp.com, avoma.com, fireflies.ai, thebusinessdive.com, sybill.ai, otter.ai, g2.com, better-alt.com
ChatGPT (chatgpt.com, logged out) — 2026-07-04
"If you're choosing between Otter.ai and Fireflies.ai, the better choice depends on how you use meeting notes... Want the best live transcription and collaborative note-taking → Otter.ai. Need CRM integrations, workflow automation, and analytics → Fireflies.ai... Choose Otter.ai if you're an individual professional, student, journalist, researcher, or consultant... Choose Fireflies.ai if you're part of a business team, especially in sales, customer success, recruiting, or operations."
"For most business teams, Fireflies.ai is the better all-around choice; for individuals who want the cleanest live transcription experience, Otter.ai is better. Fireflies is stronger on integrations, multilingual support, analytics, and free-tier value, while Otter is stronger on real-time transcription and simplicity... Choose Fireflies.ai for teams, sales, recruiting, CRM workflows, or multilingual meetings. Choose Otter.ai for solo use, students, journalists, and anyone who values real-time captions."
10 sources cited, incl. fireflies.ai, summarizemeeting, avoma.com
Gemini (gemini.google.com, logged-in Google account, Flash model) — 2026-07-04
"While Otter.ai is highly favored for simple, real-time live transcription and personal note-taking, Fireflies.ai has evolved into a much more robust, feature-rich meeting assistant... Transcription Accuracy: Otter ~85%, Fireflies 90-95%+... Language Support: Otter ~6-16 languages, Fireflies 100+ languages... Fireflies states that it does not train its AI models on your meeting data. Otter may use de-identified user data to train its transcription algorithms by default."
Note: All 5 engines converge on the identical core split (Otter = simple/solo/live-transcript; Fireflies = CRM/team/multilingual) — the strongest cross-engine agreement in the whole sample. Gemini introduced a specific accuracy-percentage claim (85% vs 90-95%+) different from web search's own cited figures (93.8% vs 94.2%) — two engines, two different unverified numbers, neither confirmed by us. This is a concrete illustration of why a single-engine check is unreliable: the "right" accuracy number depends entirely on which engine (and which of its cited sources) you ask.
P3 — "Is Fathom good for sales calls?"
Claude — asked directly, 2026-07-04
"Fathom is generally known (in my training data) as a meeting recorder/summarizer that many sales teams have adopted, often noted for a free tier and CRM-related note syncing. I don't have verified, current information confirming specific sales-call features, accuracy, or user satisfaction — I'd want to see a current comparison before recommending it specifically for sales use cases over alternatives."
Web Search (AI-Overview-style proxy) — 2026-07-04
"Fathom automatically synchronizes everything said in your CRM with the right fields and contacts, with summaries ready within 30 seconds... However... Some reviewers reported extremely inaccurate timestamps, where a 2-3 hour call would show timestamps as if it were 6 minutes... Fathom only covers meetings—the follow-up work like email responses, task creation, and scheduling the next meeting is entirely manual... better suited for meeting productivity than sales productivity specifically."
Sources cited by search: fathom.ai, tldv.io ("Honest Review of Fathom AI... No Fireworks, Just Meh"), get-alfred.ai, sybill.ai, seofai.com, rimo.app, salesdorado.com
ChatGPT (chatgpt.com, logged out) — 2026-07-04
"Yes. If your work involves discovery calls, demos, or account management, Fathom is one of the strongest AI meeting assistants available... Automatic notes and transcripts... CRM integration... AI search... Sales coaching: Teams can use AI scorecards to evaluate calls against a sales methodology... A recording bot typically joins your Zoom, Teams, or Google Meet meeting. Some sales reps feel this can be awkward on first meetings with prospects... If you're managing a large enterprise sales organization... platforms like Gong or Chorus generally offer more advanced capabilities."
"Yes—Fathom is generally a good fit for sales calls, especially if you want automatic recording, transcription, summaries, and quick follow-up notes... Where it falls short: It is less ideal if you need deep analytics, advanced coaching workflows, or enterprise-grade deal intelligence, where tools like Gong or Chorus are typically stronger... For most small sales teams, it's a solid yes; for enterprise sales ops, it's more of a complement than a full replacement."
10 sources cited, incl. wizideo, linkedin, puzzleinbox
Gemini (gemini.google.com, logged-in Google account, Flash model) — 2026-07-04
"Yes, Fathom is excellent for sales calls, and it has become one of the most popular AI note-takers for sales reps and B2B teams... Exceptional CRM Syncing... Sales-Specific AI Templates (like SPICED)... One-Click Live Highlighting... Monologue Alerts (Real-Time Coaching)... The 'Bot' Presence: Fathom joins your meeting as a visible participant... Not a Full Revenue Intelligence Tool... you might find it light compared to heavy-duty (and highly expensive) tools like Gong or Clari."
Note: Unanimous "yes" across all 5 engines — the strongest, most consistent positive signal in this sample. All engines that elaborated (ChatGPT, Perplexity, Gemini) independently named the same premium-tier alternative (Gong, plus Chorus/Clari) as what Fathom is NOT — a consistent, real competitive frame that recurred across 3 separately-run engines without prompting. Only web search surfaced a negative signal (the timestamp-accuracy complaint from a competitor's blog); no other engine repeated it.
P4 — "What's the best tool for automatically transcribing and summarizing Zoom meetings?"
Claude — asked directly, 2026-07-04
"Zoom itself has built-in AI Companion features for transcription/summary. Standalone tools frequently mentioned for this include Otter.ai, Fireflies.ai, and others — but I don't have current, verified information about which performs best specifically for Zoom integration quality, accuracy, or pricing as of today."
Web Search (AI-Overview-style proxy) — 2026-07-04
"Zoom's 'My Notes' is a personal AI note-taking companion built into Zoom... Otter AI - You can schedule your AI Meeting Agent to automatically join all your Zoom, Microsoft Teams, and Google Meet meetings... Tactiq - install the Tactiq Chrome extension... Krisp - Krisp Zoom transcription reaches up to 96% accuracy... ScreenApp provides free Zoom meeting transcription."
Sources cited by search: zoom.com, otter.ai, krisp.ai, tactiq.io, screenapp.io, support.zoom.com
ChatGPT (chatgpt.com, logged out) — 2026-07-04
"The 'best' tool depends on whether you prioritize accuracy, AI summaries, integrations, or price... Otter.ai — Overall... Fathom — Free AI meeting assistant... Fireflies.ai — Teams & collaboration... Grain — Customer interviews & sales... Notta — Multilingual meetings... Zoom AI Companion — Existing Zoom users... Best overall: Otter.ai. Best free option: Fathom. Best for business teams: Fireflies.ai."
"The best pick for most people is Zoom AI Companion if you want something built into Zoom, and Tactiq or Otter.ai if you want stronger standalone note-taking and transcript workflows... Best overall for simplicity: Zoom AI Companion... Best for live transcription + summaries: Tactiq... Best third-party app integration: Otter.ai."
10 sources cited, incl. zoom.com, tactiq.io, marketplace.zoom.us
Gemini (gemini.google.com, logged-in Google account, Flash model) — 2026-07-04
"1. Best for Deep Collaboration & Video Snippets: tl;dv... provides timestamps, and lets you quickly clip 'bite-sized' video highlights... 2. Best for CRM & Business Automations: Spinach AI or Fireflies.ai... 3. Best for Cross-Platform Sync & Simplicity: Otter.ai... 4. Best Native Option (No Extra Cost): Zoom AI Companion / My Notes."
Note: This is the most consequential finding in the whole sample. Otter.ai is the only brand mentioned by all 5 engines for this exact query. Fathom appears in only 1 of 5 (ChatGPT) despite being a genuine Zoom-compatible product. tl;dv appears in only 1 of 5 (Gemini). Granola is mentioned by ZERO of the 5 engines for this query — the single clearest, most consistently-reproduced visibility gap across the entire sample. A native-platform competitor (Zoom AI Companion / "My Notes") was independently volunteered by 4 of 5 engines (all but Claude) — a durable "invisible competitor" crowding out every tracked SaaS brand for this exact buyer question. Two engines (ChatGPT, Perplexity) also each surfaced a brand outside our tracked 5 (Grain/Notta; Tactiq) as a top pick.
P5 — "tl;dv vs Otter.ai for recording meetings?"
Claude — asked directly, 2026-07-04
"My general understanding is tl;dv has historically differentiated on video recording and clip-sharing (highlighting specific moments to share async), while Otter.ai differentiates on live transcription and a searchable archive. I don't have current, verified data on which is 'better' — it depends on whether the buyer wants video clips (tl;dv) vs. real-time transcript view and cross-meeting search (Otter)."
Web Search (AI-Overview-style proxy) — 2026-07-04
"Otter.ai records everything and makes it searchable, while tl;dv records everything and makes the best moments shareable... Otter works well for in-person meetings... tl;dv is primarily built for virtual meetings... tl;dv supports 30+ languages natively... Otter.ai is primarily English-focused... tl;dv's killer feature is video... Otter doesn't save video, only audio... tl;dv stands out as a more comprehensive AI meeting assistant, particularly suited for SMB sales teams."
Sources cited by search: tldv.io, fabric.so, tellmemo.io, circleback.ai, thebusinessdive.com, umevo.ai, efficient.app, toolguide.io, workgpt.com
ChatGPT (chatgpt.com, logged out) — 2026-07-04
"If you're deciding between tl;dv and Otter.ai, the better choice depends on how you work... Choose tl;dv if... You spend a lot of time in customer calls or sales meetings, you want to create short clips, you need to search across many recorded meetings... Choose Otter.ai if... Your main goal is accurate transcripts, you want collaborative meeting notes, you want a polished mobile app... Recommendation by use case: Sales teams: tl;dv. Academic lectures: Otter.ai."
"For recording meetings, tl;dv is usually the better pick if you want shareable clips, strong async workflows, and a more generous free tier, while Otter.ai is better if you want live transcription and real-time collaboration... Feature tradeoff: Live transcription during the meeting → Otter.ai. Timestamped clips and highlights → tl;dv. More generous free usage → tl;dv. Multilingual support → tl;dv."
10 sources cited, incl. tellmemo, tldv, g2
Gemini (gemini.google.com, logged-in Google account, Flash model) — 2026-07-04
"tl;dv is video-first... Otter.ai is text-first... Video Recording: tl;dv included on all tiers (Free); Otter.ai enterprise only... Live Transcription: tl;dv No (processes after meeting ends); Otter.ai Yes... Language Support: tl;dv 30+ languages; Otter.ai limited (primarily English)... Go with tl;dv if you manage a remote team... Go with Otter.ai if you need affordable individual pricing, work strictly in English."
Note: Full 5/5 agreement on both brands' existence and near-identical framing of the core split (tl;dv = video/clips/multilingual/async; Otter = live transcript/English/mobile) — the most stable, cross-engine-consistent comparison in the sample, likely because this is tl;dv's own explicit head-to-head marketing angle repeated across the web. Web search's heavy reliance on tl;dv's own blog (tldv.io) as a source is a self-serving-source bias worth flagging for whichever brand is NOT the one publishing a given comparison.
P6 — "Is Granola good for note-taking during in-person meetings?"
Claude — asked directly, 2026-07-04
"Granola's core positioning (per my training data) is around virtual meetings on a laptop — you type notes while it transcribes, then merges them. I do not have confident knowledge of dedicated in-person/mobile functionality; this may have been added after my training cutoff, so I can't verify it — I'd flag this as something to check with a live search rather than answer from memory."
Web Search (AI-Overview-style proxy) — 2026-07-04
"Granola's iOS app works for in-person meetings and outbound phone calls... The key differentiator is the collaborative approach: you can take your own notes during the meeting, and Granola enhances them with context from the transcript... However... For in-person conference room capture, everyone shares a single microphone track, which makes telling speakers apart harder... The app transcribes through your phone's microphone, then deletes the source audio after transcription completes... Granola works well for in-person one-on-one conversations or small group meetings where audio quality isn't a problem, but it's optimized for virtual meetings rather than large conference room settings."
Sources cited by search: granola.ai (own blog + docs), zackproser.com, wondertools.substack.com, efficient.app, medium.com, circleback.ai, producthunt.com, apps.apple.com
ChatGPT (chatgpt.com, logged out) — 2026-07-04
"Yes. If your primary goal is capturing and organizing notes from in-person meetings, Granola is one of the stronger options available right now... designed to work without a meeting bot joining the conversation... explicitly supports walking meetings, coffee chats, conference conversations... Microphone quality matters... You have to start recording manually for in-person conversations—it doesn't automatically capture everything... there has been public discussion about its default link-sharing behavior, so it's worth verifying your settings."
"Yes—Granola can work for in-person meetings, but it is better at virtual meetings and its in-person use is more of a workaround than a perfect fit. It relies on capturing room audio through your device's microphone, so quality depends a lot on the room... The main weaknesses are speaker separation and audio quality... For occasional in-person meetings, Granola is good enough and can save time. For frequent in-person meetings, especially in larger rooms, a tool built more directly for room capture or a dedicated conference mic will usually work better."
10 sources cited, incl. circleback, apple
Gemini (gemini.google.com, logged-in Google account, Flash model) — 2026-07-04
"Yes, Granola is highly regarded for in-person meetings, especially since expanding its ecosystem with a dedicated iOS mobile app... Bot-Free Architecture... The 'Human-in-the-Loop' Approach: Granola features a scratchpad where you can type your own rough, bulleted thoughts during the meeting... Privacy Focus: Granola transcribes the audio in real time and deletes the source audio immediately after the transcription completes... Speaker Identification: identifying exactly who said what can sometimes be imperfect... Android Availability: the mobile version isn't available for Android users yet."
Note: Unanimous "yes, with real caveats" across all 5 engines — every engine independently named the same core limitation (multi-speaker/conference-room audio quality, speaker separation) without prompting, a strong signal this is a genuine, consistently-documented product characteristic rather than an engine-specific quirk. This is a case where Claude's honest "I don't know, may be post-training-cutoff" answer (the only hedge among the 5) was the correct call — the other 4 engines confirm Granola shipped real in-person/mobile capability with disclosed limitations. Two engines (ChatGPT, Gemini) also surfaced a genuine, checkable privacy/settings detail (default link-sharing behavior; Android unavailability) not present in Claude's or web search's answer.
Limitations & method — read this before drawing any conclusion
This is a snapshot, not an audit, not a ranking, and not a guarantee. It reflects what five engines returned on one date (2026-07-04) for six specific prompts. It is not a statistically stable measurement of "share of voice."
Non-determinism: AI assistant and search outputs vary run-to-run, session-to-session, and can be affected by account history, location, and personalization. Running the same prompt again — even minutes later — can produce a different answer. A single run per engine (as done here) is directional, not a fixed score.
Small prompt set. 6 prompts is enough to see directional patterns (e.g., "Granola is mentioned by zero of 5 engines for the Zoom-transcription query") but is not enough to compute a precise, defensible percentage. A full snapshot typically uses 10-20 prompts sourced from the client's actual customer questions, FAQ pages, and competitor landing pages.
No repeated sampling. Funded monitoring tools (Otterly, Peec, Profound, etc.) run hundreds of prompts repeatedly over weeks/months to average out noise. This snapshot runs each prompt once per engine — a point-in-time read, explicitly disclosed as such.
No proprietary crawler or server-log access. We did not check robots.txt/llms.txt/bot-crawlability for these five vendor sites in this sample (that is a standard part of a full snapshot but was out of scope for this brand-perception-focused sample).
We do not guarantee future citations or rankings. No one — including the funded monitoring vendors — has access to a published ranking algorithm for any AI assistant. Any recommendation arising from a real snapshot is a hypothesis to test, not a promise of results.
Web search is used as an AI-Overview-style proxy, not Google's actual AI Overviews product, which we did not have direct access to test in this environment. This distinction is disclosed, not blurred. ChatGPT, Perplexity, and Gemini, by contrast, were run as their actual live consumer products — not an API substitute.
Gemini was run on a logged-in Google account (necessary to access the product at all); ChatGPT and Perplexity were run fully logged out. This is disclosed because a logged-in session can in principle be personalized differently than a logged-out one, though we did not observe any sign of personalization in Gemini's answers (no location-specific or history-specific content appeared).
7. What this sample demonstrates about the paid product
This sample already runs the full 5-engine method a commissioned "AI Visibility Snapshot" uses — Claude, web
search, ChatGPT, Perplexity, and Gemini, all genuinely run, not simulated. A commissioned snapshot for an
agency's own client scales this exact structure up with: (a) 10-20 prompts sourced from the client's real
customer questions, FAQ pages, and competitor landing pages rather than illustrative ones, and (b) a basic
crawlability check (robots.txt, llms.txt, JS-rendering gap) added to the brand-perception layer shown here.
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