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. 59 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
32%
Contested · Fathom 29%
32Fireflies.ai29Fathom24Avoma15others
32% of first choices, contested.
Since September 2026▲+3Since September 2026: 25% → 28%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Fireflies.ai held the lead, +3 points on 25%, 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.This pageMid-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.Standing →Enterprise
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.This pageMid-marketAvoma41%Clear leader▼−10Since September 2026: 52% → 42%, −10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseGong69%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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Fireflies.ai32%3%61endorsed leader▲+3Since September 2026: 25% → 28%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.25% → 28%
Fireflies.ai32%3%61endorsed leader▲+3Since September 2026: 25% → 28%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.25% → 28%02
Fathom29%6%51accepted challenger▼−10Since September 2026: 40% → 30%, −10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.40% → 30%
Fathom29%6%51accepted challenger▼−10Since September 2026: 40% → 30%, −10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.40% → 30%03Avoma24%4%50accepted challenger▲+3Since September 2026: 21% → 24%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.21% → 24%
Avoma24%4%50accepted challenger▲+3Since September 2026: 21% → 24%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.21% → 24%04
CloudTalk2%0%17accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 2%
CloudTalk2%0%17accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 2%05
CallRail2%8%12accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
CallRail2%8%12accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%06
Chorus by ZoomInfo2%87%45criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Chorus by ZoomInfo2%87%45criticized 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 five products at 0%, ordered by negative rate
11Gong0%90%62criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Gong0%90%62criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%10
Otter.ai0%31%13criticized challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%
Otter.ai0%31%13criticized challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%09
Grain0%8%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%
Grain0%8%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%07
Jiminny0%7%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%
Jiminny0%7%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
tl;dv0%0%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
tl;dv0%0%11accepted 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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Fireflies.ai32%
Fireflies.ai32%02Fathom29%
Fathom29%03Avoma24%
Avoma24%04CloudTalk2%
CloudTalk2%05CallRail2%
CallRail2%06Chorus by ZoomInfo2%
Chorus by ZoomInfo2%07Jiminny0%
Jiminny0%08tl;dv0%
tl;dv0%09Grain0%
Grain0%10Otter.ai0%
Otter.ai0%11Gong0%
Gong0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna 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.
Gong90%
56 of 62 labels negative · 14 of 14 models · 18 hard negative
“Frequently cited as excellent for large revenue teams but overkill for SMBs... Avoid if you're not ready for a sales demo marathon (e.g., Gong, Chorus)” Grok 4.1 Fast, negative prompt
Chorus by ZoomInfo87%
39 of 45 labels negative · 11 of 14 models · 12 hard negative
“Chorus is priced strictly for mid-market and enterprise organizations... highly inefficient for an agile small business.” Gemini 3.5 Flash, negative prompt
Otter.ai31%
4 of 13 labels negative · 4 of 14 models
“Otter is strong for note-taking and transcription, but it's usually not the best choice if your goal is sales coaching, call scoring, or deep conversation analytics.” GPT-5.4 mini, comparative prompt
Observe.AI100%
3 of 3 labels negative · 3 of 14 models · 1 hard negative
“They are a complete mismatch for standard B2B sales coaching or simple internal meeting summaries.” Gemini 3.5 Flash, 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
81 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. 1211 links across 264 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 · CloudTalk50 answers · 69 citations · 12 models
vendor site · Cirrus Insight44 answers · 52 citations · 12 models
vendor site · Avoma30 answers · 47 citations · 12 models
30 answers · 30 citations · 9 models
vendor site · ZoomInfo29 answers · 40 citations · 11 models
vendor site · Coffee27 answers · 40 citations · 10 models
vendor site · Fireflies.ai24 answers · 37 citations · 12 models
vendor site · HubSpot23 answers · 29 citations · 10 models
vendor site · JustCall20 answers · 25 citations · 9 models
20 answers · 22 citations · 10 models
19 answers · 32 citations · 10 models
vendor site · Rework19 answers · 30 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.
37 answers · 12 models
30 answers · 11 models
30 answers · 9 models
18 answers · 10 models
17 answers · 7 models
14 answers · 7 models
13 answers · 8 models
13 answers · 7 models
13 answers · 7 models
13 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 | 32% | 116 | 22,200 | 193 | 69,005 | 120 | ||
| Fathom fathom.ai | 29% | 174 | 90,500 | 6,657 | 44,771 | 24 | ||
| Avoma avoma.com | 24% | 229 | 3,600 | 31 | 19,141 | 27 | 1 | |
| ZoomInfo zoominfo.com ZoomInfo 2%, Chorus by ZoomInfo 2% | 3% | 846 | 135,000 | 1,810 | 6,376,738 | $1,140 | 120 | |
| CloudTalk cloudtalk.io | 2% | 358 | 2,900 | 62 | 95,515 | $1,909 | 119 | |
| CallRail callrail.com | 2% | 222 | 22,200 | 255 | 30,147 | 48 | 5 | |
| Dialpad dialpad.com | 2% | 121 | 40,500 | 905 | 6,588,510 | $1,842 | 120 | 8 |
| JustCall justcall.io | 2% | 153 | 8,100 | 178 | 587,743 | $127 | 120 | |
| HubSpot parent site HubSpot Sales Hub 2% | 2% | 693 | 368,000 | 9,776 | ||||
| Clari clari.com Clari Copilot 2% | 2% | 276 | 1,000 | 6 | 444,225 company |
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 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 4.5Avomaagainst: Clari Copilot, GongFathomChangedFathom, Fireflies.aiagainst: GongFireflies.aino first choiceagainst: Aircall, Dialpad, Gong, RingCentral Events
Three alternatives
Fathom, Fireflies.ai, GrainTwo alternatives
Avoma, GrainThree alternatives
Avoma, Grain, tl;dvThree alternatives
Avoma, Fathom, VirtualPBXGPT-5.4 miniFireflies.aiFathom, HubSpot Sales HubChangedagainst: GongAvomaagainst: Chorus by ZoomInfo, Gong, Otter.aiFathomno first choicenothing named
Two alternatives
Gong, HubSpot Sales HubOne alternative
CallRailTwo alternatives
Fathom, Fireflies.aiTwo alternatives
Fireflies.ai, HubSpot Sales HubGemini 3.5 FlashAvomaagainst: Chorus by ZoomInfo, GongAvomaHeldagainst: Chorus by ZoomInfo, GongFathomagainst: Chorus by ZoomInfo, GongFathomagainst: Chorus by ZoomInfo, GongAvoma, Fathomagainst: Chorus by ZoomInfo, Gongagainst: CallMiner Eureka, Chorus by ZoomInfo, Cresta, Gong, Observe.AI, Outreach Kaia, Salesloft Conversations
Four alternatives
Clari Copilot, Fathom, Fireflies.ai, JiminnyThree alternatives
Fathom, Fireflies.ai, SybillFour alternatives
Avoma, Fireflies.ai, Otter.ai, tl;dvThree alternatives
Claap, Fireflies.ai, tl;dvFour alternatives
Fireflies.ai, Grain, Granola, SybillPerplexity SonarAvomaJustCallChangedFathom, Fireflies.aiagainst: GongFathomno first choiceagainst: Chorus by ZoomInfo, Clari Copilot, Cognigy, Contentsquare Conversation Intelligence, Gong
Three alternatives
CloudTalk, Fathom, GrainThree alternatives
Dialpad, Fathom, QuoThree alternatives
Avoma, Grain, Otter.aiTwo alternatives
Avoma, Fireflies.aiGrok 4.1 FastFathomagainst: Chorus by ZoomInfo, GongClari CopilotChangedagainst: Chorus by ZoomInfo, GongFathom, Fireflies.aiagainst: GongFireflies.aiagainst: Chorus by ZoomInfo, GongCloudTalk, Dialpadagainst: Chorus by ZoomInfo, Gongagainst: Chorus by ZoomInfo, Clari Copilot, Fathom, Gong, HubSpot Sales Hub
Two alternatives
CallRail, Fireflies.aiThree alternatives
CallRail, ExecVision, Fireflies.aiThree alternatives
CallRail, JustCall, Otter.aiFour alternatives
Fathom, Grain, Zoho CRM, tl;dvTwo alternatives
CallRail, FathomMistral SmallFireflies.aiagainst: GongChorus by ZoomInfoChangedFireflies.ai, Otter.aiagainst: Chorus by ZoomInfo, GongFireflies.aino first choiceagainst: Chorus by ZoomInfo, Gong, Neon Mobile
One alternative
Outreach KaiaTwo alternatives
Coffee, Fireflies.aiFour alternatives
Avoma, Clari Copilot, Jiminny, NimitaiTwo alternatives
Fathom, ScreenAppDeepSeek V4 FlashFathomagainst: Chorus by ZoomInfo, GongFathomHeldagainst: Chorus by ZoomInfo, GongFireflies.aiagainst: Chorus by ZoomInfo, GongFireflies.aiagainst: Avoma, GongAvomaagainst: Chorus by ZoomInfo, Gongagainst: Chorus by ZoomInfo, Gong, InMoment, Salesforce Service Cloud
Four alternatives
Avoma, Fireflies.ai, Jiminny, SybillTwo alternatives
Fireflies.ai, JiminnyFive alternatives
Aircall, AvidTrak, CallRail, Dialpad, RingCentral EventsTwo alternatives
Fathom, QuoTwo alternatives
Fathom, Fireflies.aiLlama 4 Maverickno first choiceno first choiceHeldno first choiceFireflies.aiFireflies.aiagainst: Gongagainst: Gong
Four alternatives
Avoma, CloudTalk, Jiminny, JustCallQwen 3.7 FlashAvoma, Fathomagainst: Chorus by ZoomInfo, Gong, Observe.AIAvomaChangedagainst: Chorus by ZoomInfo, GongAvomaagainst: Chorus by ZoomInfo, GongFireflies.aiAvoma, CallRail, HighLevel, ZoomInfoagainst: Chorus by ZoomInfo, Gongagainst: Fathom, Gong, RingCentral Events
Three alternatives
Clari Copilot, HubSpot Sales Hub, JiminnyTwo alternatives
Close, Fireflies.aiTwo alternatives
Cirrus Insight, HubSpot Sales HubOne alternative
AvomaTwo alternatives
Microsoft Teams, Zoom Revenue AcceleratorKimi K2Fathom, Fireflies.aiagainst: Chorus by ZoomInfo, GongFathomChangedagainst: Avoma, Chorus by ZoomInfo, GongAvoma, Fathom, Fireflies.aiagainst: Chorus by ZoomInfo, GongFathom, Fireflies.aiagainst: Chorus by ZoomInfo, GongAvomaagainst: Gong, Jiminnyagainst: Aircall, Chorus by ZoomInfo, ExecVision, Fireflies.ai, Gong, Otter.ai
One alternative
AvomaOne alternative
Fireflies.aiThree alternatives
Allo, Avoma, Zoho CRMThree alternatives
Fathom, Fireflies.ai, tl;dvGLM 4.7 FlashXAvomaFireflies.aiChangedFireflies.aiagainst: Chorus by ZoomInfo, GongFireflies.aino first choiceagainst: Chorus by ZoomInfo, Gong, Nooks, RingCentral Events
Two alternatives
Fireflies.ai, QuoOne alternative
JiminnySeven alternatives
Avoma, Dialpad, Fathom, Grain, Jiminny, Otter.ai, Salesloft ConversationsThree alternatives
Avoma, JustCall, Zoho CRMMiniMax M2.5Avomaagainst: GongFathomChangedagainst: GongJiminnyagainst: Chorus by ZoomInfo, GongFathom, Fireflies.aino first choiceagainst: Allego, CallRail, Chorus by ZoomInfo, Fathom, Gong, Grain, MeetGeek, MindTickle, Observe.AI, Otter.ai, Tidio
Two alternatives
CloudTalk, JustCallTwo alternatives
Fireflies.ai, Otter.aiFour alternatives
CloudTalk, Fireflies.ai, Otter.ai, Zoom PhoneTwo alternatives
Avoma, tl;dvGPT-6 LunaAvomaagainst: GongFathomChangedFathomagainst: GongFireflies.aino first choiceagainst: Fireflies.ai, Gong, Otter.ai
Two alternatives
Fathom, Fireflies.aiOne alternative
AvomaTwo alternatives
Avoma, Fireflies.aiOne alternative
FathomMuse Glimmer 30BFireflies.aiagainst: Chorus by ZoomInfo, GongFireflies.aiHeldagainst: Chorus by ZoomInfo, GongFireflies.aiagainst: Chorus by ZoomInfo, Gong, HubSpot Sales HubFireflies.aiagainst: Chorus by ZoomInfo, GongAvoma, Fathom, Fireflies.aiagainst: Chorus by ZoomInfo, Gongagainst: Chorus by ZoomInfo, Gong
Six alternatives
Avoma, CallHippo, Fathom, Nimitai, RingCentral Events, ScreenAppThree alternatives
CloudTalk, Fathom, SalesmsgThree alternatives
Avoma, Convo, FathomTwo alternatives
Avoma, tl;dvFour alternatives
Claap, Jiminny, Nimitai, tl;dvBold 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 09:18 | yes | 16 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:10 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:22 | yes | 18 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:26 | yes | 23 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:27 | yes | 21 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:37 | yes | 12 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:16 | yes | 24 | 41 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:57 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:32 | yes | 10 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:18 | yes | 18 | 29 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:38 | yes | 15 | 47 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:01 | yes | 10 | 15 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 14:03 | yes | 4 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 14:03 | yes | 25 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 14:13 | yes | 18 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:25 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:05 | yes | 18 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:00 | yes | 17 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:02 | yes | 25 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:13 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:46 | yes | 25 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:37 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:42 | yes | 15 | 39 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:08 | yes | 14 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:13 | yes | 19 | 18 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:33 | yes | 7 | 14 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:51 | yes | 2 | 18 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 14:00 | yes | 14 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:21 | yes | 17 | 14 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:23 | yes | 7 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:27 | yes | 17 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:09 | yes | 22 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:21 | yes | 23 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 14:07 | yes | 10 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:27 | yes | 24 | 37 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:21 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:40 | yes | 15 | 52 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:21 | yes | 20 | 43 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:12 | yes | 24 | 61 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:02 | yes | 18 | 29 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:03 | yes | 5 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:21 | yes | 15 | 38 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:25 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:46 | yes | 3 | 7 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:30 | yes | 19 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 08:32 | yes | 26 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:02 | yes | 23 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:13 | yes | 9 | 12 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:40 | yes | 24 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:12 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:48 | yes | 10 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:06 | yes | 10 | 16 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:42 | yes | 25 | 51 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:14 | yes | 5 | 14 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:11 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:39 | yes | 15 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:35 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:02 | yes | 5 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:29 | yes | 13 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:44 | yes | 24 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:11 | yes | 18 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:31 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:09 | yes | 24 | 51 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:02 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:11 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 14:14 | yes | 20 | 32 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:52 | yes | 15 | 96 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:39 | yes | 5 | 12 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:41 | yes | 2 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:58 | yes | 15 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:38 | yes | 36 | 38 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:01 | yes | 5 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:07 | yes | 24 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:23 | yes | 17 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:38 | yes | 20 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:31 | yes | 15 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:09 | yes | 22 | 46 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:54 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:19 | yes | 15 | 47 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:50 | yes | 24 | 22 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:26 | yes | 24 | 46 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:40 | yes | 24 | 30 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:56 | yes | 4 | 44 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:21 | yes | 22 | 32 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
CallMiner read as CallMiner Eureka
Clari read as Clari Copilot
HubSpot read as HubSpot Sales Hub
Neon (Neon Mobile) read as Neon Mobile
Outreach read as Outreach Kaia
Salesloft read as Salesloft Conversations
Zoom read as Zoom Revenue Accelerator
Unresolved, counted raw
Autobound.ai
CirrusInsight
Contentsquare Conversation Intelligence
EchoIQ
HubSpot native CI
VirtualPBX
Discontinued, still offered
No shut-down product was recommended here.