Index › GTM › Sales › Revenue intel › Enterprise · November 2026 Edition

Revenue intelligence and forecasting for enterprise buyers

Asked as “revenue intelligence and forecasting platform”, and as “sales forecasting and pipeline analytics tool”, on behalf of an enterprise B2B company. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
50%
Clear leader
50Clari Copilot12Gong Revenue Intelligence Platform09Aviso29others

50% of first choices, clear leader.

Since October 2026▼−16Since October 2026: 66% → 50%, −16 points. Past the 11-point floor: movement.Clari Copilot held the lead, −16 points on 66%, past the 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.

The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Clari Copilot50%21%63endorsed leader▼−16Since October 2026: 66% → 50%, −16 points. Past the 11-point floor: movement.66% → 50%
02Gong Revenue Intelligence Platform12%31%65criticized challenger▲+10Since October 2026: 2% → 12%, +10 points. Inside the 11-point floor: within noise.2% → 12%
03Aviso9%14%44accepted challenger▲+3Since October 2026: 6% → 9%, +3 points. Inside the 11-point floor: within noise.6% → 9%
04Salesforce Revenue Intelligence5%18%45accepted challenger▼−3Since October 2026: 8% → 5%, −3 points. Inside the 11-point floor: within noise.8% → 5%
05Outreach2%10%21accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
06Salesloft2%23%22accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Show the eight products at 0%, ordered by negative rate
12Chorus by ZoomInfo0%38%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
14Avoma0%36%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
13Revenue Grid0%36%11criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
08People.ai0%30%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
11ZoomInfo0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
09BoostUp0%17%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
10Revenue.io0%17%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
07Anaplan0%0%13accepted 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 enterprise.
All twenty-eight head-to-head pages: the top eight 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 →
01
G02
03
04
05
06
07
08
09
10
11
12
13
14
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Clari Copilot50%
02Gong Revenue Intelligence Platform12%
03Aviso9%
04Salesforce Revenue Intelligence5%
05Outreach2%
06Salesloft2%
07Anaplan0%
08People.ai0%
09BoostUp0%
10Revenue.io0%
11ZoomInfo0%
12Chorus by ZoomInfo0%
13Revenue Grid0%
14Avoma0%

What they warned about

Seven of fourteen models held their first choice under the paraphrase. Perplexity Sonar, Mistral Small, Llama 4 Maverick, 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.
Gong Revenue Intelligence Platform
31%
20 of 65 labels negative · 13 of 14 models · 2 hard negative
“Verdict: Avoid unless you have a massive budget, a dedicated RevOps team to maintain it, and a willingness to accept vendor lock-in.” DeepSeek V4 Flash, negative prompt
Clari Copilot
21%
13 of 63 labels negative · 10 of 14 models
“Clari is the most accurate revenue forecasting platform on the market... It's also the most expensive, the most operationally demanding, and the most reshaped by M&A in the category.” Muse Glimmer 30B, negative prompt
Aviso
14%
6 of 44 labels negative · 6 of 14 models · 1 hard negative
“What to Avoid for Predictable TCO: ... Aviso ... Less transparent total cost structure” GLM 4.7 FlashX, budget prompt
Salesforce Revenue Intelligence
18%
8 of 45 labels negative · 6 of 14 models · 1 hard negative
“Avoid for revenue intelligence unless you have a very specific Salesforce-native use case and unlimited budget.” DeepSeek V4 Flash, 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

80 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. 969 links across 264 sites, every framing counted. Ranked by the number of answers carrying the site or page. 17 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 · Avoma32 answers · 35 citations · 11 models
vendor site · Outreach24 answers · 28 citations · 11 models
vendor site · Zapier22 answers · 22 citations · 11 models
vendor site · Common Room18 answers · 19 citations · 8 models
vendor site · Guideflow18 answers · 19 citations · 11 models
vendor site · Tellius16 answers · 16 citations · 10 models
vendor site · Gong15 answers · 25 citations · 7 models
15 answers · 15 citations · 9 models
vendor site · Salesforce14 answers · 20 citations · 9 models
vendor site · Demandbase14 answers · 14 citations · 8 models
vendor site · Oliv14 answers · 14 citations · 8 models
vendor site · Revenue.io13 answers · 15 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.

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 revenue intelligence and forecasting platform”, “revenue intelligence and forecasting 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 productsShareOwn site citedName searches, GoogleAI search demand, est.Organic visitsPaid search a month, est.Google ads, last 30 daysBest Google position
Clari clari.com
Clari Copilot 50%, Clari Forecast 9%
59%2601,0006444,225 company
Gong Forecast gong.io
Gong Revenue Intelligence Platform 12%, Gong Forecast 3%
16%17452,787$1,5561208
Aviso aviso.com9%786,6008623,139207
Salesforce parent site
Salesforce Revenue Intelligence 5%, Salesforce Sales Cloud 2%, Salesforce Sales Cloud with Einstein Forecasting 2%
9%318550,00060,632
Salesloft salesloft.com
Salesloft 2%, Salesloft with Clari Forecast 2%
3%29218,10044552,058$4,229744
Outreach outreach.ai2%26933,1009,28227,855$14351
Forecastio forecastio.ai2%189003,9652
Salesforce Collaborative Forecasting salesforce.com2%17,941,323$8,2591153
Anaplan anaplan.com0%5118,10053278,17931
People.ai people.ai0%541,00001900

Google's top ten for the two searches hold 17 sites; 5 of them are among the sites the models cited here (gong.io, guideflow.com, oliv.ai, salesforce.com, zapier.com). The first result for “best revenue intelligence and forecasting platform” is moxo.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
ModelDirect“What is the best revenue intelligence and forecasting platform for an enterprise B2B company?”Paraphrase“Which sales forecasting and pipeline analytics tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade revenue intelligence platforms and how do they differ?”Budget-constrained“What is the best revenue intelligence and forecasting platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a revenue intelligence and forecasting platform. What should we look at?”Negative“Which revenue intelligence platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Clari Copilot
Three alternativesAviso, Avoma, Gong Revenue Intelligence Platform
Clari CopilotHeld
Four alternativesAnaplan, Aviso, HubSpot Sales Hub, Salesforce Forecasting
Gong Revenue Intelligence Platform
Five alternativesAviso, Clari Copilot, Revenue Grid, Revenue.io, Salesloft
Forecastio
Two alternativesAviso, Clari Forecast
no first choiceagainst: 6sense, Clari Copilot, Demandbase, Gong Revenue Intelligence Platform
GPT-5.4 miniClari Copilot
Four alternatives6sense, Aviso, Gong Revenue Intelligence Platform, Salesforce Sales Cloud
Clari CopilotHeld
One alternativeSalesforce Revenue Intelligence
Clari Copilot
Four alternativesAviso, BoostUp, Gong Revenue Intelligence Platform, Salesforce Revenue Intelligence
Salesforce Revenue Intelligence
One alternativeClari Copilot
no first choiceagainst: Apollo.io, Outreach, Salesloft, ZoomInfo
Gemini 3.5 FlashClari Copilot
Five alternativesAviso, Gong Revenue Intelligence Platform, Outreach, People.ai, Salesforce Revenue Intelligence
Clari CopilotHeld
Four alternativesBoostUp, Gong Revenue Intelligence Platform, People.ai, Salesforce Revenue Intelligence
Clari Copilot
Four alternativesAviso, Gong Revenue Intelligence Platform, Outreach, People.ai
Salesforce Revenue Intelligence
Three alternativesAviso, People.ai, Revenue Grid
against: Clari Copilot, Gong Revenue Intelligence Platform
Clari Copilot
Four alternativesGong Revenue Intelligence Platform, People.ai, Salesforce Revenue Intelligence, Salesforce Service Cloud
against: Avoma, Chorus by ZoomInfo, Fathom, Fireflies.ai, InsightSquared, Mediafly, Otter.ai
Perplexity SonarSalesloft with Clari Forecast
Four alternativesAviso, Demandbase, Gong Revenue Intelligence Platform, Salesforce Revenue Intelligence
Clari CopilotChanged
Five alternativesAnaplan, Gong Revenue Intelligence Platform, Microsoft Dynamics 365 Sales, SAP Sales Cloud, Salesforce Sales Cloud
Clari Copilot
Seven alternativesAviso, Demandbase, Gong Revenue Intelligence Platform, People.ai, Salesforce Revenue Intelligence, Salesloft, ZoomInfo
against: Revenue Grid
Clari Forecastagainst: Gong Revenue Intelligence Platform, Salesforce Revenue Intelligenceno first choiceagainst: Aviso, Avoma, Chorus by ZoomInfo, Clari Copilot, Demandbase, Gong Revenue Intelligence Platform, HockeyStack, HubSpot Sales Hub, People.ai, RevSure, Revenue Grid, Revenue.io, Salesforce Revenue Intelligence, Salesloft
Grok 4.20Clari Copilot
Three alternativesAviso, Gong Revenue Intelligence Platform, Salesforce Revenue Intelligence
Clari CopilotHeld
Four alternativesAnaplan, Aviso, Gong Revenue Intelligence Platform, Salesforce Einstein
Clari Copilot, Gong Revenue Intelligence Platform
Four alternativesChorus by ZoomInfo, Outreach, People.ai, Salesforce Einstein / Agentforce
against: Oliv
Clari Copilot
Three alternativesAviso, BoostUp, Salesforce Revenue Intelligence
against: Gong Revenue Intelligence Platform
Clari Copilot, Gong Revenue Intelligence Platform
Three alternativesAviso, Outreach, Salesforce Revenue Intelligence
against: BoostUp, People.ai
against: Attention, Aviso, Avoma, Backstory, BoostUp, Chorus by ZoomInfo, InsightSquared, Modjo, People.ai, Revenue.io, Salesforce Revenue Intelligence
Mistral SmallClari Forecast, Gong Forecast
Three alternativesAleph, Cube, Salesforce Revenue Intelligence
Salesforce Sales CloudChanged
Four alternativesAviso, Clari Forecast, Gong Revenue Intelligence Platform, Terret
Salesforce Revenue Intelligence
Six alternativesClari Copilot, Gong Revenue Intelligence Platform, Mediafly Intelligence360, Outreach, Salesloft, ZoomInfo
Clari Copilotagainst: Aviso, Gong Revenue Intelligence Platform, Salesforce Revenue Intelligenceno first choiceagainst: Gong Revenue Intelligence Platform, Intelligence Node, Price2Spy, Prisync, Quicklizard, RepricerExpress, SellerChamp
DeepSeek V4 FlashClari Copilot
Two alternativesAviso, Gong Revenue Intelligence Platform
against: Salesforce Revenue Intelligence
Clari CopilotHeld
Two alternativesAnaplan, Salesforce Sales Cloud with Einstein AI
Clari Copilot, Gong Revenue Intelligence Platform
Three alternativesOutreach, Salesforce Revenue Intelligence, Salesloft
against: ZoomInfo
Salesforce Revenue Intelligence
Three alternativesAnaplan, PowerBI, Workday Adaptive Planning
against: Clari Copilot, Gong Revenue Intelligence Platform
Aviso, Clari Copilot
Three alternativesCommon Room, Gong Revenue Intelligence Platform, Salesforce Revenue Intelligence
against: 6sense, Clari Copilot, Demandbase, Gong Revenue Intelligence Platform, People.ai, Salesforce Revenue Intelligence, Salesloft, ZoomInfo
Llama 4 MaverickGong Revenue Intelligence Platform, Outreach, SalesloftClari ForecastChangedno first choiceClari Copilotno first choiceagainst: Gong Revenue Intelligence Platform, Price2Spy, Prisync
Qwen 3.7 FlashClari Copilot
Three alternativesGong Revenue Intelligence Platform, Revcast, Salesforce Revenue Intelligence
Clari CopilotHeld
Two alternativesAviso, Gong Revenue Intelligence Platform
against: Salesforce Einstein
Clari Copilot, Gong Revenue Intelligence Platform
Four alternatives6sense, People.ai, Revenue.io, ZoomInfo
Clari Copilot
One alternativeSalesforce Revenue Intelligence
against: Gong Revenue Intelligence Platform
no first choiceagainst: Aviso, Backstory, Chorus.io, Clari Copilot, Gong Revenue Intelligence Platform, Outreach Kaia, People.ai, Revenue Grid, Salesloft Conversations, Terret
Kimi K2Aviso, Clari Copilot
Two alternativesGong Revenue Intelligence Platform, Salesforce Revenue Intelligence
Aviso, Clari ForecastChanged
One alternativeSalesforce Sales Cloud
Clari Copilot, Gong Revenue Intelligence Platform, Salesloft
Three alternativesAviso, Outreach, People.ai
Aviso
Four alternativesAleph, Cube, Datarails, Salesforce Revenue Intelligence
against: Clari Copilot, Gong Revenue Intelligence Platform, People.ai
Clari Copilot, Gong Revenue Intelligence Platform
Four alternativesAviso, Microsoft / Viva Sales, Outreach, Salesforce Revenue Intelligence
against: 11x, Avoma, Revenue Grid
against: Aviso, Clari Copilot, Gong Revenue Intelligence Platform, Outreach
GLM 4.7 FlashXClari Copilot
Three alternativesAviso, Gong Forecast, Salesforce Revenue Intelligence
against: HubSpot Sales Hub
Clari ForecastChanged
Three alternativesAnaplan, Gong Revenue AI, Salesforce Revenue Intelligence
Gong Revenue Intelligence Platform
Five alternativesApollo.io, Chorus by ZoomInfo, Clari Copilot, People.ai, Salesloft
Clari Copilot
One alternativeSalesforce Revenue Intelligence
against: Aviso, Gong Revenue Intelligence Platform
no first choiceagainst: Clari Copilot, Gong Revenue Intelligence Platform, Salesforce Sales Cloud
MiniMax M2.5Clari Copilot, Gong Revenue Intelligence Platform
Three alternativesAviso, BoostUp, ZoomInfo
Gong Revenue Intelligence Platform, Salesforce Sales Cloud with Einstein ForecastingChanged
Two alternativesAnaplan, Clari Forecast
Clari Copilot, Gong Revenue Intelligence Platform
Six alternativesAvoma, Chorus by ZoomInfo, Outreach, People.ai, Salesloft, ZoomInfo
no first choiceClari Copilot, Gong Revenue Intelligence Platform
One alternativeAviso
against: Clari Copilot, Gong Revenue Intelligence Platform
GPT-6 LunaGong Revenue Intelligence Platform
Two alternativesSalesforce Revenue Intelligence, Salesloft with Clari Forecast
Clari CopilotChanged
Two alternativesGong Forecast, Salesforce Revenue Intelligence
no first choice
Seven alternativesAviso, Backstory, Clari Copilot, Gong Revenue Intelligence Platform, Revenue.io, Salesforce Revenue Intelligence, Salesloft
against: Terret
Salesforce Collaborative Forecasting
One alternativeClari Copilot
against: Gong Revenue Intelligence Platform, Salesforce Revenue Intelligence
no first choiceagainst: Chorus by ZoomInfo, Clari Copilot, Salesloft
Muse Glimmer 30BClari Copilot
Four alternativesAviso, Gong Revenue Intelligence Platform, Outreach, Salesforce Revenue Intelligence
Clari CopilotHeld
Two alternativesAnaplan, Salesforce Revenue Intelligence
Clari Copilot, Gong Revenue Intelligence Platform
Eight alternatives6sense, Backstory, Chorus by ZoomInfo, Outreach, People.ai, Revenue Grid, Salesforce Revenue Intelligence, Salesloft
Aviso
One alternativeHockeyStack
against: Clari Copilot, Gong Revenue Intelligence Platform, Salesforce Revenue Intelligence
Gong Forecast
Three alternativesAvoma, Clari Forecast, Salesloft
against: Chorus by ZoomInfo, Clari Copilot, Gong Revenue Intelligence Platform, Salesloft
Bold 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.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 15:50yes1810 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 08:58yes65 s
Direct recommendationGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 10:51yes917 s
Direct recommendationPerplexity Sonarsonar2026-11-01 16:24yes104 s
Direct recommendationGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 16:30yes59 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-11-01 16:39yes56 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 09:55yes2226 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 11:30yes52 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 11:23yes533 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-11-01 15:32yes2028 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 08:53yes2233 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 13:18yes518 s
Direct recommendationGPT-6 Lunagpt-6-luna2026-11-01 12:22yes317 s
Direct recommendationMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 09:55yes1320 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 10:40yes108 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 09:42yes24 s
ParaphraseGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 13:49no016 s
ParaphrasePerplexity Sonarsonar2026-11-01 11:56yes103 s
ParaphraseGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 16:11yes59 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-11-01 15:41yes55 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 12:53yes2321 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 16:33yes52 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 17:35yes535 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-11-01 15:03yes1341 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 10:53yes2391 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 16:54yes2335 s
ParaphraseGPT-6 Lunagpt-6-luna2026-11-01 10:24yes316 s
ParaphraseMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 14:31yes1516 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 09:33yes189 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 16:43yes616 s
ComparativeGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 12:16yes826 s
ComparativePerplexity Sonarsonar2026-11-01 16:41yes106 s
ComparativeGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 17:09yes515 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-11-01 13:11yes711 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 12:28yes2437 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 12:09yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 14:34yes534 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-11-01 14:45yes2034 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 10:02yes25101 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 16:07yes1022 s
ComparativeGPT-6 Lunagpt-6-luna2026-11-01 10:23yes739 s
ComparativeMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 09:31yes1332 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 11:21yes198 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 11:01yes27 s
Budget constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 12:57yes1828 s
Budget constrainedPerplexity Sonarsonar2026-11-01 15:27yes105 s
Budget constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 16:23yes511 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 09:38yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 14:00yes2551 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 12:07yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 13:56yes1031 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 16:21yes2563 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 16:37yes2266 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 15:42yes2364 s
Budget constrainedGPT-6 Lunagpt-6-luna2026-11-01 16:38yes319 s
Budget constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 13:20yes2233 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 11:53yes1812 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 14:30yes09 s
Scale constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 09:00yes822 s
Scale constrainedPerplexity Sonarsonar2026-11-01 09:19yes109 s
Scale constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 15:39yes1416 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 15:07no08 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 10:57yes2568 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 13:13yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 10:03yes540 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 13:33yes1558 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 16:53yes18200 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 13:36yes528 s
Scale constrainedGPT-6 Lunagpt-6-luna2026-11-01 12:11yes324 s
Scale constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 10:12yes1424 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 09:42yes1710 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 17:05yes49 s
Negative framingGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 17:07no022 s
Negative framingPerplexity Sonarsonar2026-11-01 13:50yes106 s
Negative framingGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 14:17yes1415 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-11-01 09:43yes54 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 14:14yes2549 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 14:06yes54 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 14:43yes1033 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-11-01 17:32yes2544 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 16:05yes25107 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 10:30yes1545 s
Negative framingGPT-6 Lunagpt-6-luna2026-11-01 14:37yes235 s
Negative framingMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 16:15yes2534 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
Gong read as Gong Revenue Intelligence Platform
Gong (with Gong Forecast) read as Gong Revenue Intelligence Platform
Gong.io read as Gong Revenue Intelligence Platform
HubSpot read as HubSpot Sales Hub
HubSpot Forecasting read as HubSpot Sales Hub
Salesforce read as Salesforce Revenue Intelligence
Salesforce (CRM Analytics & Revenue Intelligence) read as Salesforce Revenue Intelligence
Salesforce Einstein Revenue Intelligence read as Salesforce Revenue Intelligence
Unresolved, counted raw
Chorus.io (by ZoomInfo)
Discern
Gong Revenue AI
Kickscale
Mediafly Intelligence360 (formerly InsightSquared)
Microsoft / Viva Sales
Salesforce Collaborative Forecasting
Salesforce Sales Cloud with Einstein AI
SellerChamp
Discontinued, still offered
No shut-down product was recommended here.
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