Skip to content
Get my AI grade

AI meeting assistants

AI meeting Assistants prompt Volatility

16 prompts ranked by how much their answers moved since the previous snapshot.
Recorded Oct 2, 2026Rotating scheduleSource: Rank.ai's prompt benchmark: fixed buying questions put to the OpenAI, Anthropic and Google model APIs, with Rank.ai's web searchHow this board is measuredCSV / JSON

177.778 index_points

Design a proof-of-concept scorecard for AI meeting assistants using real calls, difficult audio, domain vocabulary, workflows, and user adoption. ranks first

Prompt volatility index

16

Prompts ranked

Oct 2

Snapshot recorded

2026 · Rotating schedule

2

Answers behind each row

From the OpenAI, Anthropic and Google model APIs

Follow changes

All 16 prompts by prompt volatility index

Design a proof-of-concept scorecard for AI meeting assistants using real calls, difficult audio, domain vocabulary, workflows, and user adoption. leads at 177.778 index_points; the middle of the board sits at 77.1.

Ahead of second place
34.4
Held by the top three
40%
Middle of the board
77.1
Below half the leader
8 of 16
Rank, name and prompt volatility indexMiddle 77.1
  1. 1Design a proof-of-concept scorecard for AI meeting assistants using real calls, difficult audio, domain vocabulary, workflows, and user adoption.177.778 index_points
  2. 2Recommend an AI meeting assistant that can capture calls and in-person conversations with clear consent controls and flexible recording modes.143.333 index_points
  3. 3Compare AI meeting assistants on transcription, summaries, search, actions, integrations, analytics, administration, privacy, and support.126.667 index_points
  4. 4Compare AI meeting assistants on calendar, conferencing, messaging, CRM, project management, document, automation, API, and webhook integrations.125 index_points
  5. 5Compare AI meeting assistants on consent, recording disclosure, encryption, retention, model training, deletion, audit logs, access, and data residency.116.667 index_points
  6. 6Which AI meeting assistants provide the strongest cited search across past conversations, decisions, topics, people, projects, and follow-up work?103.241 index_points
  7. 7Which AI meeting assistants are best for accurate transcription, useful summaries, decisions, action items, and searchable meeting memory?102.646 index_points
  8. 8Which criteria expose transcript, recording, summary, workspace, integration, export, API, and retention lock-in in an AI meeting assistant?100 index_points
  9. 9Which AI meeting assistants are best for multilingual teams that need high transcription accuracy, speaker identification, translation, and summaries?54.167 index_points
  10. 10Which AI meeting assistants are strongest for sales calls, coaching, CRM updates, follow-up drafts, deal signals, and account handoffs?27.778 index_points
  11. 11Recommend an AI meeting assistant for product and engineering teams that need decisions, technical context, tasks, and project-tool integrations.20.833 index_points
  12. 12How should a buyer compare AI meeting assistant pricing across seats, recording hours, storage, uploads, intelligence features, and enterprise controls?8.333 index_points
  13. 13Recommend an affordable AI meeting assistant for a small team that needs fast setup, reliable notes, shared templates, and transparent limits.6.944 index_points
  14. 14Recommend an AI meeting assistant for a global enterprise that needs administration, retention controls, security, compliance, and data residency.2.778 index_points
  15. 15Create a shortlist of AI meeting assistant vendors for a regulated company replacing manual notes across customer and internal meetings.1.984 index_points
  16. 16Create a reproducible evaluation for AI meeting assistants covering word accuracy, speakers, jargon, decisions, action items, and hallucinations.0 index_points

The prompt boards are re-run in rotation, about one category a day, so each board refreshes every few weeks and shows the date of its snapshot.

consensus absolute change: 0 on 9 of 16 rows · winner changed: 1 on 8 of 16 rows · 2 checks behind each row.

AI meeting Assistants prompt Volatility current rankings
RankNamePrompt volatility indexDisagreement absolute changeChangeWhy
01Design a proof-of-concept scorecard for AI meeting assistants using real calls, difficult audio, domain vocabulary, workflows, and user adoption.177.778 index_points88.9 15This rankRun it
02Recommend an AI meeting assistant that can capture calls and in-person conversations with clear consent controls and flexible recording modes.143.333 index_points53.3 2This rankRun it
03Compare AI meeting assistants on transcription, summaries, search, actions, integrations, analytics, administration, privacy, and support.126.667 index_points20 3This rankRun it
04Compare AI meeting assistants on calendar, conferencing, messaging, CRM, project management, document, automation, API, and webhook integrations.125 index_points16.7 2This rankRun it
05Compare AI meeting assistants on consent, recording disclosure, encryption, retention, model training, deletion, audit logs, access, and data residency.116.667 index_points33.3 7This rankRun it
06Which AI meeting assistants provide the strongest cited search across past conversations, decisions, topics, people, projects, and follow-up work?103.241 index_points6.5 4This rankRun it
07Which AI meeting assistants are best for accurate transcription, useful summaries, decisions, action items, and searchable meeting memory?102.646 index_points5.3 4This rankRun it
08Which criteria expose transcript, recording, summary, workspace, integration, export, API, and retention lock-in in an AI meeting assistant?100 index_points0 5This rankRun it
09Which AI meeting assistants are best for multilingual teams that need high transcription accuracy, speaker identification, translation, and summaries?54.167 index_points41.7 4ShowingRun it
10Which AI meeting assistants are strongest for sales calls, coaching, CRM updates, follow-up drafts, deal signals, and account handoffs?27.778 index_points22.2 4This rankRun it
11Recommend an AI meeting assistant for product and engineering teams that need decisions, technical context, tasks, and project-tool integrations.20.833 index_points8.3 3This rankRun it
12How should a buyer compare AI meeting assistant pricing across seats, recording hours, storage, uploads, intelligence features, and enterprise controls?8.333 index_points16.7 3This rankRun it
13Recommend an affordable AI meeting assistant for a small team that needs fast setup, reliable notes, shared templates, and transparent limits.6.944 index_points13.9 2This rankRun it
14Recommend an AI meeting assistant for a global enterprise that needs administration, retention controls, security, compliance, and data residency.2.778 index_points5.6 5This rankRun it
15Create a shortlist of AI meeting assistant vendors for a regulated company replacing manual notes across customer and internal meetings.1.984 index_points4 8This rankRun it
16Create a reproducible evaluation for AI meeting assistants covering word accuracy, speakers, jargon, decisions, action items, and hallucinations.0 index_points0 15This rankRun it

Compare brands

One brand against up to three competitors, answer by answer

16 questions × 3 model APIs · recorded Oct 2, 2026
Run a question live
Compared 4 of 4

25.0%

of these answers name or cite Otter.ai

12 of 48 answers

31.6%

Its share of the compared brands' appearances

3

Answers citing its own site

5 links to its domains

2 of 3

Model APIs that name it

The compared brands across the filtered answers
BrandNamed or citedAgainst primaryShare of comparedMentionsAnswers citing itLinks to its siteModel APIs
Otter.aiotter.ai25.0%12 of 48Primary31.6%18352 of 3
Fireflies.aifireflies.ai22.9%11 of 48-2.1 pts28.9%19372 of 3
Fathomfathom.video18.8%9 of 48-6.3 pts23.7%16002 of 3
Avomaavoma.com12.5%6 of 48-12.5 pts15.8%10232 of 3

Every answer

Which compared brands each answer names

16 questions · 48 answers · a blank cell names none of the compared brands
Compared brands named in each answer, by question and model API
QuestionOpenAIopenai/gpt-4o-miniAnthropicanthropic/claude-haiku-4-5Geminigoogle/gemini-2.5-flash
01Which AI meeting assistants are best for accurate transcription, useful summaries, decisions, action items, and searchable meeting memory?Recommendation
Otter.ai, cited 2Fireflies.aiFathomAvoma
4 sources3f2e4f28
None named
0 sources3878bbe2
Otter.aiFireflies.aiFathomAvoma
5 sourcesc72938b8
02Recommend an AI meeting assistant for a global enterprise that needs administration, retention controls, security, compliance, and data residency.Recommendation
None named
8 sources89cdfd66
None named
0 sources7731916f
None named
8 sources4c600d97
03Which AI meeting assistants are strongest for sales calls, coaching, CRM updates, follow-up drafts, deal signals, and account handoffs?Recommendation
Fireflies.aiAvoma
8 sources405e9ec9
None named
0 sources87ca76fb
None named
8 sources8fa2dbfa
04Recommend an AI meeting assistant for product and engineering teams that need decisions, technical context, tasks, and project-tool integrations.Recommendation
Fireflies.ai, cited 5
7 sources7de2ace2
None named
0 sourcesc8083399
None named
9 sources88167175
05Which AI meeting assistants are best for multilingual teams that need high transcription accuracy, speaker identification, translation, and summaries?Recommendation
Otter.ai, cited 2Fireflies.ai, cited 1
7 sources85e0a77b
None named
0 sources60c2b8c9
None named
9 sources38618d37
06Recommend an AI meeting assistant that can capture calls and in-person conversations with clear consent controls and flexible recording modes.Recommendation
None named
7 sources3b7a35cf
None named
0 sources632ee21f
Otter.ai, cited 1
9 sources492e7eb1
07Which AI meeting assistants provide the strongest cited search across past conversations, decisions, topics, people, projects, and follow-up work?Recommendation
Otter.aiFireflies.aiFathomAvoma, cited 2
7 sourcesaaa8f4ee
None named
0 sources44ec615a
Otter.aiFathomAvoma
8 sources066c3e58
08Recommend an affordable AI meeting assistant for a small team that needs fast setup, reliable notes, shared templates, and transparent limits.Recommendation
Otter.aiFireflies.aiFathom
5 sources504d0752
None named
0 sources610b2e4b
Otter.aiFathom
8 sourcesfa994691
09Compare AI meeting assistants on transcription, summaries, search, actions, integrations, analytics, administration, privacy, and support.Commercial comparison
Otter.aiFireflies.aiFathom
2 sources2af653d4
None named
0 sources30c05b31
None named
9 sourcesd6b642da
10Create a reproducible evaluation for AI meeting assistants covering word accuracy, speakers, jargon, decisions, action items, and hallucinations.Commercial comparison
None named
0 sources10baca75
None named
0 sources4055592f
None named
5 sources78179910
11Compare AI meeting assistants on consent, recording disclosure, encryption, retention, model training, deletion, audit logs, access, and data residency.Commercial comparison
Otter.ai
8 sourcesf2b34da4
None named
0 sources16450955
Avoma, cited 1
5 sources60f2c83a
12Compare AI meeting assistants on calendar, conferencing, messaging, CRM, project management, document, automation, API, and webhook integrations.Commercial comparison
Otter.aiFireflies.aiFathom
0 sources85ca4503
None named
0 sources7499fdfa
None named
8 sources33cb09e3
13How should a buyer compare AI meeting assistant pricing across seats, recording hours, storage, uploads, intelligence features, and enterprise controls?Commercial comparison
None named
8 sources09ebea4f
None named
0 sourcesbfb89e5e
None named
6 sourcesb44ef8a9
14Design a proof-of-concept scorecard for AI meeting assistants using real calls, difficult audio, domain vocabulary, workflows, and user adoption.Commercial comparison
Fireflies.ai, cited 1
4 sources6f208a71
None named
0 sources30a4f2ec
None named
4 sourcesa7a11687
15Which criteria expose transcript, recording, summary, workspace, integration, export, API, and retention lock-in in an AI meeting assistant?Commercial comparison
None named
6 sources00d24c3c
None named
0 sources37d5621c
None named
9 sources956a4335
16Create a shortlist of AI meeting assistant vendors for a regulated company replacing manual notes across customer and internal meetings.Commercial comparison
Otter.aiFireflies.ai
7 sources926e7d0f
None named
0 sources8a246aeb
Fathom
6 sourcesbc333ff4

Sources

The sites these answers cite

Each site is read from the cited address itself.
Sites cited in the filtered answers
SiteAnswers citing itDistinct pagesModel APIsBest position
read.ai14621
tldv.io11422
zapier.com10121
youtube.com8822
fellow.ai8721
reddit.com6621
granola.ai4421
meetingnotes.com4421
krisp.ai4321
ticnote.com4323
simular.ai4121
meeting.ai4112
fireflies.ai3611
plaud.ai3315
cirrusinsight.com3326
owll.ai3211
otter.ai3223
slack.com3224
rank.ai3225
faegredrinker.com3111

What this report publishesThe public buying questions, the brands each answer names, the sources it cites and a fingerprint of each answer. Answer text is not published, and no customer data is in it.ai-meeting-assistants-2026-07-27 / 4-ai-meeting-assistants-2026-07-27-models-64232fd32583

Why this rank

Which AI meeting assistants are best for multilingual teams that need high transcription accuracy, speaker identification, translation, and summaries? on AI Meeting Assistants Prompt Volatility

Snapshot of Oct 2, 2026, 12:00 AM UTC · Link to this snapshot

Ranks reviewed prompts by changed leaders and absolute movement between comparable cross-day snapshots.

9

Rank on this board

54.167 index_points

Score

2

Answers behind the score

100% confidence · 1 of 1 components evidenced

What the score is built from

1 of 1 evidenced

Every component evidenced · 1 evidence record each

Components of Which AI meeting assistants are best for multilingual teams that need high transcription accuracy, speaker identification, translation, and summaries?'s score
ComponentValueContribution
Volatility index54.16666754.167

Moved down since the previous snapshot

-4 places
  1. Volatility index126.389 to 54.167
    -72.222
  2. Consensus absolute change33.333 to 66.667
    +33.333
  3. Disagreement absolute change19.444 to 41.667
    +22.222
  4. Winner changed1 to 0
    -1

Where each number comes from

4 public records
  • Absolute consensus changeConsensus absolute change · observed Oct 2, 2026, 12:00 AM UTC66.667 percentage_points100% confidence
    Source
    Rank.ai AI Meeting Assistants Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"ai-meeting-assistant-multilingual","currentSnapshotId":"640afc38-937a-4abf-927f-aea2892fd0a9","previousSnapshotId":"688e0e2c-d212-4a2d-b83e-ed2a2c4f53a3"}
    Open the source
  • Absolute disagreement changeDisagreement absolute change · observed Oct 2, 2026, 12:00 AM UTC41.667 percentage_points100% confidence
    Source
    Rank.ai AI Meeting Assistants Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"ai-meeting-assistant-multilingual","currentSnapshotId":"640afc38-937a-4abf-927f-aea2892fd0a9","previousSnapshotId":"688e0e2c-d212-4a2d-b83e-ed2a2c4f53a3"}
    Open the source
  • Prompt volatility indexVolatility index · observed Oct 2, 2026, 12:00 AM UTC54.167 index_points100% confidence
    Source
    Rank.ai AI Meeting Assistants Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"ai-meeting-assistant-multilingual","currentSnapshotId":"640afc38-937a-4abf-927f-aea2892fd0a9","previousSnapshotId":"688e0e2c-d212-4a2d-b83e-ed2a2c4f53a3"}
    Open the source
  • Leading brand changedWinner changed · observed Oct 2, 2026, 12:00 AM UTC0 boolean100% confidence
    Source
    Rank.ai AI Meeting Assistants Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"ai-meeting-assistant-multilingual","currentSnapshotId":"640afc38-937a-4abf-927f-aea2892fd0a9","previousSnapshotId":"688e0e2c-d212-4a2d-b83e-ed2a2c4f53a3"}
    Open the source
Public AI Meeting Assistants prompt volatility, version 1-parent-fb2ac95ba7d4342664 observations · 1 source · quality passed
Snapshot
34aa08ea-eef5-423c-84ea-8fa7157f18ec
Data hash
25d1c5e65932b4683bcfd3f193bb2ab393a145740f94b5085c6795d332416b75
Method hash
0e5715f850e4cd0fa63fa9e7b871c5724aa7909448b1b0a54d973a8f06f38b4e

More in AI meeting assistants

Transcription, meeting memory, actions, workflows, and conversation-intelligence products ranked across a fixed buying corpus.

3 boards
AI meeting assistants rank

Reviewed AI meeting assistants ranked by how often answers to the category's recommendation questions name or cite them, across three model APIs.

See how often AI names you.

Enter your website. In about two minutes, Rank.ai asks ChatGPT, Claude and Gemini 12 questions your customers ask and grades how often they name you.

  • Your grade out of 100How often AI names you, cites your site, and how high it ranks you.
  • Who gets namedEvery competitor in the answers, most named first.
  • The pages AI readsThe sources behind each answer.
  • Three fixesWhat to fix first, with a brief for the first article.