Conversational intelligence and call recording
Asked as “conversation intelligence and call recording platform”, and as “call recording and conversation intelligence tool”, on behalf of a mid-market B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
41%
Clear leader
41Avoma16Fireflies.ai14Gong29others
41% of first choices, clear leader.
Since September 2026▼−10Since September 2026: 52% → 42%, −10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Avoma held the lead, −10 points on 52%, 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.ai32%Contested▼−10Since September 2026: 40% → 30%, −10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-market
Avoma41%Clear leader▼−10Since September 2026: 52% → 42%, −10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageEnterprise
Gong69%Clear leader▼−4Since September 2026: 74% → 70%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
Fireflies.ai32%Contested▼−10Since September 2026: 40% → 30%, −10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketAvoma41%Clear leader▼−10Since September 2026: 52% → 42%, −10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageEnterpriseGong69%Clear leader▼−4Since September 2026: 74% → 70%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Avoma41%4%52endorsed leader▼−10Since September 2026: 52% → 42%, −10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.52% → 42%
Avoma41%4%52endorsed leader▼−10Since September 2026: 52% → 42%, −10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.52% → 42%02Fireflies.ai16%11%36accepted challenger▲+5Since September 2026: 9% → 14%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 14%
Fireflies.ai16%11%36accepted challenger▲+5Since September 2026: 9% → 14%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 14%03Gong14%49%63criticized challenger▲+1Since September 2026: 13% → 14%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.13% → 14%
Gong14%49%63criticized challenger▲+1Since September 2026: 13% → 14%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.13% → 14%04
Jiminny8%4%23accepted challenger=heldSince September 2026: 7% → 7%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 7%
Jiminny8%4%23accepted challenger=heldSince September 2026: 7% → 7%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 7%05
Fathom6%11%27accepted challenger▼−8Since September 2026: 15% → 7%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 7%
Fathom6%11%27accepted challenger▼−8Since September 2026: 15% → 7%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 7%06
Clari Copilot2%22%18accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Clari Copilot2%22%18accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%Show the four products at 0%, ordered by negative rate
09
Chorus by ZoomInfo0%36%47criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Chorus by ZoomInfo0%36%47criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%10
Otter.ai0%25%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Otter.ai0%25%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%07
Salesloft Conversations0%0%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Salesloft Conversations0%0%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%08
CloudTalk0%0%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
CloudTalk0%0%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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.
All fifteen head-to-head pages: the top six products, each against each
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 →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Avoma41%
Avoma41%02Fireflies.ai16%
Fireflies.ai16%03Gong14%
Gong14%04Jiminny8%
Jiminny8%05Fathom6%
Fathom6%06Clari Copilot2%
Clari Copilot2%07Salesloft Conversations0%
Salesloft Conversations0%08CloudTalk0%
CloudTalk0%09Chorus by ZoomInfo0%
Chorus by ZoomInfo0%10Otter.ai0%
Otter.ai0%What they warned about
Six of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Perplexity Sonar, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B 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.
Gong49%
31 of 63 labels negative · 13 of 14 models · 4 hard negative
“you should immediately bypass enterprise-level conversation intelligence (CI) giants like **Gong** and **Chorus by ZoomInfo**” Gemini 3.5 Flash, budget prompt
Chorus by ZoomInfo36%
17 of 47 labels negative · 10 of 14 models · 5 hard negative
“you should immediately bypass enterprise-level conversation intelligence (CI) giants like **Gong** and **Chorus by ZoomInfo**” Gemini 3.5 Flash, budget prompt
Fireflies.ai11%
4 of 36 labels negative · 4 of 14 models · 1 hard negative
“Documented legal risk: Fireflies.ai and automatic voice capture ... alleges biometric privacy violations under the Illinois Biometric Information Privacy Act” Muse Glimmer 30B, negative prompt
Clari Copilot22%
4 of 18 labels negative · 4 of 14 models
“being careful with **enterprise-heavy platforms** like **Gong** and **Clari Copilot** if your team is mid-market or cost-sensitive” Perplexity Sonar, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
75 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. 1102 links across 284 sites, every framing counted. Ranked by the number of answers carrying the site or page. 2 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 · ZoomInfo36 answers · 69 citations · 11 models
vendor site · Avoma33 answers · 50 citations · 14 models
vendor site · CloudTalk33 answers · 40 citations · 10 models
vendor site · Cirrus Insight33 answers · 37 citations · 11 models
vendor site · Outreach21 answers · 23 citations · 9 models
21 answers · 21 citations · 8 models
20 answers · 22 citations · 10 models
19 answers · 21 citations · 7 models
vendor site · Coffee17 answers · 20 citations · 7 models
16 answers · 31 citations · 9 models
vendor site · HubSpot16 answers · 21 citations · 8 models
vendor site · Revenue.io14 answers · 15 citations · 9 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.
28 answers · 11 models
25 answers · 9 models
23 answers · 10 models
21 answers · 8 models
19 answers · 10 models
14 answers · 10 models
14 answers · 6 models
14 answers · 7 models
13 answers · 7 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 |
|---|---|---|---|---|---|---|---|---|
| Avoma avoma.com | 41% | 229 | 3,600 | 31 | 19,141 | 27 | 1 | |
| Fireflies.ai fireflies.ai | 16% | 116 | 22,200 | 193 | 69,005 | 120 | ||
| Gong gong.io | 14% | 534 | 74,000 | 13,361 | 52,787 | $1,556 | 120 | 3 |
| Jiminny jiminny.com | 8% | 79 | 390 | 5 | 1,008 | 9 | ||
| Fathom fathom.ai Fathom 6%, Fathom AI 2% | 8% | 174 | 90,500 | 6,657 | 44,771 | 24 | ||
| tl;dv tldv.io | 4% | 42 | 52 | 36,296 | 0 | |||
| Clari clari.com Clari Copilot 2% | 2% | 276 | 1,000 | 6 | 444,225 company | |||
| Grain grain.com | 2% | 46 | 90,500 | 90,951 | 6,237 | 2 | ||
| Zoho parent site Zoho CRM 2% | 2% | 332 | 49,500 | 660 | ||||
| Insight7 insight7.io | 2% | 7 |
Google's top ten for the two searches hold 13 sites; 2 of them are among the sites the models cited here (avoma.com, learn.g2.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 mid-market B2B company?”Paraphrase“Which call recording and conversation intelligence tool would you recommend to a mid-sized B2B company?”Comparative“What are the top conversation intelligence and call recording platforms and how do they differ?”Budget-constrained“What is the best conversation intelligence and call recording platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a conversation intelligence and call recording platform. What should we look at?”Negative“Which conversation intelligence and call recording platforms should I avoid or be cautious about?”
Claude Haiku 4.5Avomaagainst: GongAvomaHeldGongFireflies.aino first choiceagainst: ACR Call Recorder, Avoma, Bland, Chorus by ZoomInfo, Gong, Synthflow
One alternative
JiminnyTwo alternatives
Airspeed, JiminnySeven alternatives
Avoma, Chorus by ZoomInfo, Dialpad, Fathom, Jiminny, Level AI, TalkdeskFour alternatives
Avoma, Fathom, Grain, Otter.aiGPT-5.4 miniGongAvomaChangedGongFireflies.aiagainst: Gongno first choicenothing named
Three alternatives
Chorus by ZoomInfo, Revenue.io, Salesloft ConversationsThree alternatives
Chorus by ZoomInfo, Fireflies.ai, GongFour alternatives
Avoma, Chorus by ZoomInfo, Fireflies.ai, Otter.aiOne alternative
AvomaGemini 3.5 FlashJiminnyJiminnyHeldagainst: GongGongFathomagainst: Chorus by ZoomInfo, Gongno first choiceagainst: Cheap/Generic AI Meeting Bots, Chorus by ZoomInfo, Gong, Salesforce Einstein Conversation Insights, Stealth/Hidden Call Recorders
Five alternatives
Avoma, Chorus by ZoomInfo, Gong, Outreach Kaia, Salesloft ConversationsSeven alternatives
Avoma, Fathom, Grain, HubSpot Sales Hub, Outreach Kaia, Salesforce Sales Cloud, Salesloft ConversationsSix alternatives
Avoma, Clari Copilot, Fathom, Fireflies.ai, Granola, JiminnyThree alternatives
Avoma, Fireflies.ai, tl;dvPerplexity SonarAvomaagainst: GongGongChangedGongFireflies.ai, tl;dvno first choiceagainst: Allego, Clari Copilot, Fathom, Gong, Grain, MeetGeek, MindTickle, Observe.AI, Otter.ai, Tidio
Four alternatives
Fathom, HubSpot Sales Hub, Jiminny, Outreach KaiaFour alternatives
Aircall, Avoma, Jiminny, RingCentral EventsSeven alternatives
CallMiner Eureka, Clari Copilot, CloudTalk, Cresta, Fathom, Fireflies.ai, Salesloft ConversationsOne alternative
AvomaGrok 4.1 FastAvomaagainst: GongAvomaHeldagainst: Fireflies.ai, GongGongagainst: JustCall, Nextiva, SalesmsgFathom AIagainst: Gongno first choiceagainst: Chorus by ZoomInfo, Cresta, Gong, QEval
Three alternatives
Chorus by ZoomInfo, Clari Copilot, JiminnyOne alternative
Chorus by ZoomInfoFour alternatives
CallMiner Eureka, Chorus by ZoomInfo, Clari Copilot, DialpadFive alternatives
Avoma, CloudTalk, Fireflies.ai, Grain, Zoho CRMMistral SmallAvoma, Insight7AvomaChangedGongZoho CRMGongagainst: Avoma, CallRail, Fireflies.aiagainst: Chorus by ZoomInfo, Clari Copilot, Gong, Jiminny
Three alternatives
Fireflies.ai, Gong, RingEXThree alternatives
CallRail, Chorus by ZoomInfo, JiminnySix alternatives
Avoma, CallMiner Eureka, Chorus by ZoomInfo, Convin.ai, Fireflies.ai, Otter.aiTwo alternatives
Cotera, MeetJamie.aiOne alternative
Chorus by ZoomInfoDeepSeek V4 FlashAvomaagainst: GongAvomaHeldagainst: Chorus by ZoomInfo, Fathom, GongGongFireflies.aiagainst: Chorus by ZoomInfo, Gong, TalkdeskGongagainst: Chorus by ZoomInfo, Gong, TapeACall
One alternative
JiminnyEight alternatives
Avoma, CallRail, Chorus by ZoomInfo, Clari Copilot, Fireflies.ai, Jiminny, RingCentral Events, Salesloft ConversationsThree alternatives
Avoma, Dialpad, QuoFive alternatives
Avoma, Chorus by ZoomInfo, Clari Copilot, Revenue.io, Salesloft ConversationsLlama 4 MaverickAvoma, Grainno first choiceChangedno first choiceno first choiceno first choicenothing named
Qwen 3.7 FlashAvomaGongChangedGongtl;dvagainst: Clari Copilot, Gongno first choiceagainst: Chorus by ZoomInfo, Fathom, Fireflies.ai, Gong
Four alternatives
Chorus by ZoomInfo, Gong, ZIG, tl;dvFive alternatives
Chorus by ZoomInfo, Observe.AI, Outreach Kaia, Salesloft Conversations, tl;dr.aiSix alternatives
Chorus by ZoomInfo, ExecVision, HubSpot Sales Hub, Rev, Salesforce Call Coach / Einstein Voice Capture, TethrThree alternatives
Fireflies.ai, Zoho CRM, Zoho SalesIQKimi K2Avomaagainst: GongAvomaHeldagainst: Chorus by ZoomInfo, Gong, Zoom built-inGongFireflies.aiAvoma, Clari Copilot, Jiminnyagainst: Gongagainst: Call Recorder iCall, Chorus by ZoomInfo, Gong
Three alternatives
Fathom, Jiminny, tl;dvOne alternative
FathomFive alternatives
Avoma, Chorus by ZoomInfo, Clari Copilot, Fathom, Fireflies.aiTwo alternatives
Avoma, FathomOne alternative
Chorus by ZoomInfoGLM 4.7 FlashXAvomaAvomaHeldagainst: Chorus by ZoomInfo, GongClari Copilot, GongFathomno first choicenothing named
Three alternatives
Chorus by ZoomInfo, Gong, JiminnyOne alternative
DialpadEight alternatives
Aircall, Avoma, Chorus by ZoomInfo, Fireflies.ai, JustCall, Modjo, Ringover, Talkdesk Interaction AnalyticsThree alternatives
Avoma, JustCall, SalesmsgMiniMax M2.5GongAvomaChangedagainst: GongGongFathom, Fireflies.aino first choiceagainst: Chorus by ZoomInfo, Gong, Otter.ai
Four alternatives
Chorus by ZoomInfo, HubSpot Sales Hub, Insight7, Salesloft ConversationsTwo alternatives
Chorus by ZoomInfo, Salesloft ConversationsFour alternatives
Avoma, Chorus by ZoomInfo, Fireflies.ai, JiminnyOne alternative
Otter.aiGPT-6 LunaGongAvomaChangedGongFireflies.aino first choiceagainst: Gong, Otter.ai, Twilio Conversation Intelligence
Three alternatives
Avoma, Clari Copilot, HubSpot's built-in CITwo alternatives
Gong, Salesloft ConversationsSeven alternatives
Avoma, CallMiner Eureka, Fathom, Fireflies.ai, Observe.AI, Outreach Kaia, Salesloft ConversationsOne alternative
FathomMuse Glimmer 30BAvomaagainst: Chorus by ZoomInfo, GongJiminnyChangedagainst: Chorus by ZoomInfo, GongGongFireflies.aiagainst: Chorus by ZoomInfo, Clari Copilot, Gongno first choiceagainst: Chorus by ZoomInfo, Fireflies.ai, Gong
Four alternatives
Cirrus Insight, CloudTalk, Fireflies.ai, JiminnyOne alternative
AvomaSix alternatives
Avoma, CallMiner Eureka, Chorus by ZoomInfo, Clari Copilot, Fireflies.ai, Outreach KaiaThree alternatives
CloudTalk, Fathom, Otter.aiBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 12:28 | yes | 18 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:21 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:25 | yes | 18 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:16 | yes | 27 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:11 | yes | 25 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:06 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:04 | yes | 24 | 32 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:49 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:40 | yes | 10 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:54 | yes | 20 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:31 | yes | 22 | 17 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:31 | yes | 5 | 14 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:57 | yes | 5 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:04 | yes | 10 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:12 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:29 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:15 | yes | 14 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:47 | yes | 16 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:27 | yes | 24 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:33 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:29 | yes | 24 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:22 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:48 | no | 0 | 34 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:56 | yes | 20 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:43 | yes | 23 | 38 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:49 | yes | 24 | 53 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:08 | yes | 3 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:39 | yes | 22 | 29 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:51 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:59 | yes | 6 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:48 | yes | 16 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 10:49 | yes | 23 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:38 | yes | 25 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 14:07 | yes | 14 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:37 | yes | 25 | 52 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:43 | yes | 5 | 9 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:45 | no | 0 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:59 | yes | 14 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:49 | yes | 23 | 35 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:31 | yes | 15 | 24 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:49 | yes | 8 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:07 | yes | 22 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:00 | yes | 9 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:51 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:15 | yes | 22 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 07:25 | yes | 24 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:46 | yes | 21 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:44 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:07 | yes | 24 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:46 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:15 | yes | 20 | 55 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:47 | yes | 9 | 14 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:58 | yes | 23 | 31 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:09 | yes | 10 | 13 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:22 | yes | 2 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:50 | yes | 14 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:23 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:17 | yes | 1 | 13 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:32 | yes | 10 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 13:41 | yes | 18 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:57 | yes | 14 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:31 | no | 0 | 11 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:44 | yes | 25 | 62 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:33 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 14:12 | no | 0 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:39 | yes | 22 | 35 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:53 | no | 0 | 16 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:31 | yes | 5 | 14 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:15 | yes | 3 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:38 | no | 0 | 12 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:11 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:37 | no | 0 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:37 | yes | 14 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 07:27 | yes | 26 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:41 | yes | 24 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:45 | yes | 10 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:58 | yes | 25 | 36 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:31 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:06 | yes | 13 | 78 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:01 | yes | 25 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:04 | no | 0 | 31 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:25 | yes | 25 | 26 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:49 | yes | 4 | 35 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:55 | yes | 24 | 37 s |
Noise floor in this category
Flips between the edition run and its calibration repeat. Six prompts per model is a small sample; the index-wide floor is the number to trust.
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Claude Haiku 4.5
0 of 4 flipped
GPT-5.4 mini
2 of 4 flipped
Gemini 3.5 Flash
2 of 5 flipped
Perplexity Sonar
2 of 4 flipped
Grok 4.1 Fast
5 of 6 flipped
Mistral Small
4 of 6 flipped
DeepSeek V4 Flash
3 of 5 flipped
Llama 4 Maverick
0 of 1 flipped
Qwen 3.7 Flash
2 of 4 flipped
Kimi K2
3 of 6 flipped
GLM 4.7 FlashX
5 of 5 flipped
MiniMax M2.5
2 of 5 flipped
GPT-6 Luna
2 of 4 flipped
Muse Glimmer 30B
2 of 4 flipped
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
CallMiner read as CallMiner Eureka
Clari read as Clari Copilot
HubSpot read as HubSpot Sales Hub
HubSpot (CI) read as HubSpot Sales Hub
Hubspot read as HubSpot Sales Hub
Outreach read as Outreach Kaia
Outreach (Kaia) read as Outreach Kaia
Salesforce (Agentforce Sales) read as Salesforce Sales Cloud
Salesloft read as Salesloft Conversations
Salesloft (Cadence) read as Salesloft Conversations
Salesloft (Conversation Intelligence) read as Salesloft Conversations
Salesloft (Conversations) read as Salesloft Conversations
Unresolved, counted raw
ACR Call Recorder
Call Recorder iCall
Cheap/Generic AI Meeting Bots
Echo AI
Fathom AI
Google Meet Gemini Notes
HubSpot's built-in CI
MeetJamie.ai
Rev
Salesforce Call Coach / Einstein Voice Capture
Salesloft Conversation
Smarsh
Stealth/Hidden Call Recorders (e.g., untrusted third-party APKs or "Spy" apps)
TapeACall
The Level.ai
Twilio Conversation Intelligence
Voyc.ai
Zoom Info (formerly Convoser)
Zoom built-in
tl;dr.ai
Discontinued, still offered
No shut-down product was recommended here.