Conversational intelligence and call recording for small business buyers
Asked as “conversation intelligence and call recording platform”, and as “call recording and conversation intelligence tool”, on behalf of a small B2B company. 61 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
41%
Clear leader
41Fireflies.ai26Fathom20Avoma13others
41% of first choices, clear leader.
Since October 2026▲+9Since October 2026: 32% → 41%, +9 points. Inside the 11-point floor: within noise.Fireflies.ai held the lead, +9 points on 32%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Fireflies.ai41%Clear leader▲+9Since October 2026: 32% → 41%, +9 points. Inside the 11-point floor: within noise.This pageMid-market
Avoma29%Contested▼−12Since October 2026: 41% → 29%, −12 points. Past the 11-point floor: movement.Standing →Enterprise
Gong72%Consensus▲+3Since October 2026: 69% → 72%, +3 points. Inside the 11-point floor: within noise.Standing →
Fireflies.ai41%Clear leader▲+9Since October 2026: 32% → 41%, +9 points. Inside the 11-point floor: within noise.This pageMid-marketAvoma29%Contested▼−12Since October 2026: 41% → 29%, −12 points. Past the 11-point floor: movement.Standing →EnterpriseGong72%Consensus▲+3Since October 2026: 69% → 72%, +3 points. Inside the 11-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Fireflies.ai41%10%61endorsed leader▲+9Since October 2026: 32% → 41%, +9 points. Inside the 11-point floor: within noise.32% → 41%
Fireflies.ai41%10%61endorsed leader▲+9Since October 2026: 32% → 41%, +9 points. Inside the 11-point floor: within noise.32% → 41%02
Fathom26%5%62accepted challenger▼−3Since October 2026: 29% → 26%, −3 points. Inside the 11-point floor: within noise.29% → 26%
Fathom26%5%62accepted challenger▼−3Since October 2026: 29% → 26%, −3 points. Inside the 11-point floor: within noise.29% → 26%03Avoma20%3%61accepted challenger▼−4Since October 2026: 24% → 20%, −4 points. Inside the 11-point floor: within noise.24% → 20%
Avoma20%3%61accepted challenger▼−4Since October 2026: 24% → 20%, −4 points. Inside the 11-point floor: within noise.24% → 20%04
CloudTalk3%0%37accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%
CloudTalk3%0%37accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%Show the nine products at 0%, ordered by negative rate
13Gong0%81%57criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Gong0%81%57criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Chorus by ZoomInfo0%77%35criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Chorus by ZoomInfo0%77%35criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%11
Clari Copilot0%42%12criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Clari Copilot0%42%12criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%10
Otter.ai0%41%22criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Otter.ai0%41%22criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
JustCall0%20%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
JustCall0%20%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%08
CallRail0%17%12accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
CallRail0%17%12accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%05
HubSpot Sales Hub0%11%18accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
HubSpot Sales Hub0%11%18accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%06
Aircall0%6%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Aircall0%6%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
Grain0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Grain0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-eight head-to-head pages: the top eight products, each against each
Avoma vs Chorus by ZoomInfoAvoma vs FathomAvoma vs JiminnyAvoma vs Outreach KaiaGong vs Fireflies.aiGong vs Clari CopilotGong vs Chorus by ZoomInfoGong vs FathomGong vs JiminnyGong vs Outreach KaiaFireflies.ai vs Clari CopilotFireflies.ai vs Chorus by ZoomInfoFireflies.ai vs FathomFireflies.ai vs JiminnyFireflies.ai vs Outreach KaiaClari Copilot vs Chorus by ZoomInfoClari Copilot vs FathomClari Copilot vs JiminnyClari Copilot vs Outreach KaiaChorus by ZoomInfo vs FathomChorus by ZoomInfo vs JiminnyChorus by ZoomInfo vs Outreach KaiaFathom vs JiminnyFathom vs Outreach KaiaJiminny vs Outreach Kaia
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01020304050607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Fireflies.ai41%
Fireflies.ai41%02Fathom26%
Fathom26%03Avoma20%
Avoma20%04CloudTalk3%
CloudTalk3%05HubSpot Sales Hub0%
HubSpot Sales Hub0%06Aircall0%
Aircall0%07Grain0%
Grain0%08CallRail0%
CallRail0%09JustCall0%
JustCall0%10Otter.ai0%
Otter.ai0%11Clari Copilot0%
Clari Copilot0%12Chorus by ZoomInfo0%
Chorus by ZoomInfo0%13Gong0%
Gong0%What they warned about
Ten of fourteen models held their first choice under the paraphrase. DeepSeek V4 Flash, Llama 4 Maverick, Kimi K2 and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Gong81%
46 of 57 labels negative · 13 of 14 models · 13 hard negative
“Gong is the enterprise standard, and the most expensive and opaque. Platform fees, mandatory services, and a usage-credit meter make total cost hard to predict.” Muse Glimmer 30B, negative prompt
Chorus by ZoomInfo77%
27 of 35 labels negative · 11 of 14 models · 10 hard negative
“Small businesses should avoid enterprise-grade revenue intelligence platforms (Gong, Chorus)” DeepSeek V4 Flash, negative prompt
Otter.ai41%
9 of 22 labels negative · 8 of 14 models · 2 hard negative
“often flagged for limitations in full CI workflows ... better as a note-taker than a comprehensive CI platform” Grok 4.20, negative prompt
Fireflies.ai10%
6 of 61 labels negative · 6 of 14 models · 1 hard negative
“recurring red flags for SMBs: expensive and confusing pricing tiers” Grok 4.20, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
76 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 912 links across 211 sites, every framing counted. Ranked by the number of answers carrying the site or page. 75 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · CloudTalk50 answers · 72 citations · 12 models
45 answers · 45 citations · 11 models
vendor site · Avoma32 answers · 45 citations · 12 models
31 answers · 46 citations · 11 models
publisher (Gane)28 answers · 28 citations · 10 models
vendor site · Software Advice26 answers · 38 citations · 9 models
vendor site · HubSpot22 answers · 24 citations · 9 models
vendor site · Fireflies.ai21 answers · 35 citations · 9 models
vendor site · Capterra19 answers · 31 citations · 9 models
vendor site · Cirrus Insight19 answers · 20 citations · 8 models
vendor site · Claap16 answers · 18 citations · 10 models
vendor site · Coffee14 answers · 17 citations · 10 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
45 answers · 11 models
34 answers · 11 models
28 answers · 10 models
19 answers · 9 models
18 answers · 9 models
16 answers · 8 models
14 answers · 6 models
13 answers · 8 models
12 answers · 5 models
12 answers · 7 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best conversation intelligence and call recording platform”, “conversation intelligence and call recording platform”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Fireflies.ai fireflies.ai | 41% | 150 | 22,200 | 193 | 69,005 | 120 | ||
| Fathom fathom.ai | 26% | 169 | 90,500 | 6,657 | 44,771 | 24 | ||
| Avoma avoma.com Avoma 20%, Avoma Startup 0% | 20% | 266 | 3,600 | 31 | 19,141 | 27 | 1 | |
| CloudTalk cloudtalk.io | 3% | 364 | 2,900 | 62 | 95,515 | $1,909 | 119 | |
| Dialpad dialpad.com | 2% | 80 | 40,500 | 905 | 6,588,510 | $1,842 | 120 | 8 |
| Jiminny jiminny.com | 2% | 60 | 390 | 5 | 1,008 | 9 | ||
| tl;dv tldv.io | 2% | 42 | 52 | 36,296 | 0 | |||
| Nextiva nextiva.com | 2% | 33 | 33,100 | 833 | 267,281 | $1,199 | 118 | |
| Chime.ai | 2% | |||||||
| Kixie kixie.com | 2% | 6 | 4,400 | 203 | 22,926 | 6 |
Google's top ten for the two searches hold 13 sites; 1 of them are among the sites the models cited here (avoma.com). The first result for “best conversation intelligence and call recording platform” is avoma.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best conversation intelligence and call recording platform for a small B2B company?”Paraphrase“Which call recording and conversation intelligence tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top conversation intelligence and call recording platforms for a small team and how do they differ?”Budget-constrained“What is the best conversation intelligence and call recording platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a conversation intelligence and call recording platform. What should we look at?”Negative“Which conversation intelligence and call recording platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Avoma, FathomAvoma, FathomHeldFathom, Fireflies.aiAvoma, Fireflies.aino first choiceagainst: Aircall, Chorus by ZoomInfo, Dialpad, Fathom, Fireflies.ai, Five9, Gong, Observe.AI, Rev Call Recorder, Talkdesk
Three alternatives
Fireflies.ai, Grain, JiminnyTwo alternatives
CloudTalk, Fireflies.aiThree alternatives
Avoma, Grain, tl;dvThree alternatives
CloudTalk, Fathom, HubSpot Sales HubGPT-5.4 miniFathomagainst: GongFathomHeldFathomagainst: GongFathomagainst: Gongno first choicenothing named
One alternative
AvomaThree alternatives
CallRail, Gong, HubSpot Sales HubFour alternatives
Avoma, Fireflies.ai, HubSpot Sales Hub, Otter.aiOne alternative
HubSpot Sales HubGemini 3.5 FlashFireflies.aiagainst: Chorus by ZoomInfo, GongFireflies.aiHeldagainst: Chorus by ZoomInfo, GongFathomagainst: Chorus by ZoomInfo, GongFireflies.aiagainst: Chorus by ZoomInfo, Gongno first choiceagainst: Clari Copilot, Gongagainst: 8x8, Chorus by ZoomInfo, Fireflies.ai, Gong, Otter.ai, Read AI, RingCentral Events, Salesforce Einstein Conversation Insights
Four alternatives
Avoma, Fathom, HubSpot Sales Hub, SybillFour alternatives
Avoma, Clari Copilot, Fathom, HubSpot Sales HubSix alternatives
Aircall, Avoma, Clari Copilot, Dialpad, Fireflies.ai, tl;dvThree alternatives
Avoma, Fathom, tl;dvSix alternatives
Avoma, Chorus by ZoomInfo, Fathom, Fireflies.ai, Grain, SybillPerplexity SonarAvomaagainst: GongAvomaHeldagainst: GongFathomagainst: GongFireflies.aiagainst: Chorus by ZoomInfo, Gongno first choiceagainst: Avoma, Chorus by ZoomInfo, Fathom, Fireflies.ai, Gong, Jiminny, Otter.ai, Salesloft Conversations, tl;dv
Three alternatives
Fathom, Fireflies.ai, HubSpot Sales HubFour alternatives
CloudTalk, Dialpad, Fathom, HubSpot Sales HubFour alternatives
Avoma, CloudTalk, Dialpad, Fireflies.aiThree alternatives
Avoma, CloudTalk, Ooma OfficeGrok 4.20Fireflies.aiagainst: Five9, Otter.ai, RingCentral Events, Zoom's native recorderFireflies.aiHeldagainst: GongFathom, Fireflies.aiagainst: Chorus by ZoomInfo, Gong, Grasshopper, JustCallFireflies.aiagainst: Gong, Grasshopper, JustCallNextivaagainst: Chorus by ZoomInfo, Fireflies.ai, Gong, Otter.ai, Salesforce Sales Cloud
Two alternatives
Avoma, FathomTwo alternatives
Avoma, FathomFive alternatives
Aircall, Avoma, CallRail, CloudTalk, Otter.aiTwo alternatives
CloudTalk, FathomFour alternatives
Aircall, Chorus by ZoomInfo, Gong, RingCentral EventsMistral SmallFathom, Fireflies.aiFathom, Fireflies.aiHeldCloudTalkagainst: Clari Copilot, GongAvomano first choiceagainst: Cresta, Kindroid.ai, OurDream.AI, Talkie-ai.com
Two alternatives
Avoma, CloudTalkTwo alternatives
Aircall, CloudTalkSix alternatives
Aircall, Avoma, Claap, Fireflies.ai, HubSpot Sales Hub, JustCallFour alternatives
CloudTalk, Fireflies.ai, Nextiva, Zoom PhoneDeepSeek V4 FlashAvomaagainst: CallRail, Gong, HubSpot Sales HubFathomChangedagainst: CallRail, Chorus by ZoomInfo, GongAvoma, Fathomagainst: Gong, Otter.aiFathomAvoma, Jiminnyagainst: Gongagainst: Chorus by ZoomInfo, CloudCall, Gong, Grasshopper, Ooma, RingCentral Events, Vonage
Two alternatives
Fathom, Fireflies.aiFour alternatives
Aircall, Avoma, CloudTalk, Fireflies.aiThree alternatives
CallRail, Fireflies.ai, GrainFour alternatives
Avoma, CloudTalk, Fireflies.ai, RingoverThree alternatives
Chorus by ZoomInfo, Fathom, Fireflies.aiLlama 4 MaverickCloudTalkFireflies.aiChangedno first choiceFireflies.aino first choiceagainst: Chorus by ZoomInfo, Otter.ai
Two alternatives
Fireflies.ai, ZoomInfoFour alternatives
Aircall, Avoma, CloudTalk, FathomFour alternatives
Avoma, CloudTalk, Fathom, Otter.aiQwen 3.7 FlashFathomagainst: GongFathomHeldFathomagainst: Chorus by ZoomInfo, GongFathom, tl;dvAvoma, Chime.ai, Fireflies.ai, Kixieagainst: Chorus by ZoomInfo, Clari Copilot, Gongagainst: Chorus by ZoomInfo, Five9, Genesys Cloud CX, Gong, Kixie, NICE CXone, Verint
Three alternatives
Avoma, CallRail, HubSpot Sales HubTwo alternatives
Avoma, CloudTalkFour alternatives
Aircall, CloudTalk, Fireflies.ai, HubSpot Call TrackingTwo alternatives
JustCall, Zoom PhoneTwo alternatives
Fathom, Otter.aiKimi K2Fathom, Fireflies.aiagainst: Chorus by ZoomInfo, GongAvomaChangedagainst: Chorus by ZoomInfo, GongFathom, Grainagainst: Chorus by ZoomInfo, Clari Copilot, GongFathomagainst: Chorus by ZoomInfo, Gong, Salesloft Conversationsno first choiceagainst: Chorus by ZoomInfo, Gongagainst: CallHippo, Chorus by ZoomInfo, Fathom, Fireflies.ai, Gong, RingCentral Events, Talkdesk, tl;dv
One alternative
AvomaTwo alternatives
Fathom, Fireflies.aiThree alternatives
Avoma, Fireflies.ai, Otter.aiFive alternatives
Avoma Startup, CloudTalk, Fireflies.ai, Grain, tl;dvGLM 4.7 FlashXFireflies.aiFireflies.aiHeldagainst: GongFathomagainst: Chorus by ZoomInfoFireflies.aiCloudTalk, Dialpadagainst: Gongagainst: Balto, RingEX
Three alternatives
Avoma, CloudTalk, FathomFour alternatives
CloudTalk, Fathom, HubSpot Sales Hub, Otter.aiFive alternatives
Aircall, CloudTalk, Fireflies.ai, FluentStream, JiminnyThree alternatives
Avoma, CloudTalk, FathomOne alternative
HubSpot Sales HubMiniMax M2.5Fathom, Fireflies.aiFireflies.aiChangedagainst: GongCloudTalk, Fireflies.aiagainst: GongFathom, Fireflies.aino first choiceagainst: Chorus by ZoomInfo, Gong, Otter.ai
One alternative
AvomaThree alternatives
Avoma, CloudTalk, DialpadFour alternatives
Aircall, Avoma, Jiminny, JustCallTwo alternatives
Avoma, CloudTalkGPT-6 LunaAvomaAvomaHeldFathomagainst: GongFireflies.aiagainst: AvomaFireflies.aiagainst: Fireflies.ai, Gong, Otter.ai
One alternative
FathomOne alternative
FathomThree alternatives
Avoma, Dialpad, Fireflies.aiOne alternative
FathomTwo alternatives
Avoma, GongMuse Glimmer 30BFireflies.aiagainst: Chorus by ZoomInfo, GongFireflies.aiHeldagainst: GongFireflies.aiagainst: Chorus by ZoomInfo, GongFireflies.aiagainst: Convono first choiceagainst: Chorus by ZoomInfo, Clari Copilot, Gong, HubSpot Sales Hub, Observe.AI, Otter.ai
Three alternatives
Aircall, Avoma, CloudTalkThree alternatives
Aircall, CloudTalk, HubSpot Sales HubSeven alternatives
Aircall, Avoma, CloudTalk, Fathom, Jiminny, JustCall, OpenPhoneOne alternative
AvomaBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:37 | yes | 10 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:43 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:55 | yes | 13 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:31 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:32 | yes | 10 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:29 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:32 | yes | 25 | 35 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:07 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:09 | yes | 5 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:00 | yes | 14 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:24 | yes | 22 | 25 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:00 | yes | 5 | 19 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:01 | yes | 2 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:30 | yes | 14 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:06 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:00 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:20 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 15:33 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:41 | yes | 10 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:47 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:54 | yes | 25 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:46 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:58 | yes | 5 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:23 | yes | 15 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:43 | yes | 22 | 55 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:50 | yes | 15 | 27 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:07 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:30 | yes | 23 | 38 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:22 | yes | 16 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:58 | yes | 8 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:29 | no | 0 | 17 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 17:25 | yes | 10 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:56 | yes | 15 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:19 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:52 | yes | 24 | 45 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:35 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:12 | yes | 5 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:20 | yes | 24 | 43 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:58 | yes | 22 | 38 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:30 | yes | 14 | 32 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:33 | yes | 6 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:05 | yes | 15 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:11 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:29 | yes | 1 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:42 | yes | 10 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 14:53 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:05 | yes | 10 | 13 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:48 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:58 | yes | 24 | 36 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:02 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:46 | yes | 15 | 55 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:26 | yes | 24 | 56 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:21 | yes | 23 | 95 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:49 | yes | 10 | 26 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:22 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:38 | yes | 24 | 34 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:10 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:15 | yes | 3 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:58 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:43 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:17 | yes | 5 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:09 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:18 | yes | 23 | 47 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:34 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:49 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:39 | yes | 10 | 50 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:36 | yes | 15 | 40 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:45 | no | 0 | 24 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:52 | yes | 5 | 26 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:40 | yes | 15 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:09 | yes | 17 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:47 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:36 | yes | 8 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 16:42 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:07 | yes | 14 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:06 | yes | 15 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:50 | yes | 25 | 33 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:45 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:22 | no | 0 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:00 | yes | 24 | 48 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:01 | yes | 25 | 53 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:51 | yes | 20 | 53 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:35 | yes | 5 | 42 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:43 | yes | 12 | 29 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Clari read as Clari Copilot
HubSpot read as HubSpot Sales Hub
HubSpot (AI Notetaker) read as HubSpot Sales Hub
Salesloft read as Salesloft Conversations
Unresolved, counted raw
Avoma Startup
Chime.ai
CloudCall
Coffee AI
FluentStream
Kindroid.ai
MagicTime
OurDream.AI
Plaud Note Pro
Rev Call Recorder (Mobile Angle)
Salesloft CI
Talkie-ai.com
Zoom's native recorder
Discontinued, still offered
No shut-down product was recommended here.