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. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
66%
Clear leader
66Clari Copilot08Clari Forecast08Salesforce Revenue Intelligence18others
66% of first choices, clear leader.
Since September 2026▲+5Since September 2026: 66% → 71%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Clari Copilot held the lead, +5 points on 66%, 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
HubSpot Sales Hub30%Contested▲+4Since September 2026: 27% → 31%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-market
Clari Copilot28%Contested↗new leaderNew leader since September 2026: Clari Copilot (28%) replaces Avoma (20% then, 12% now), 16 points clear, past the 11-point floor.Standing →EnterpriseClari Copilot66%Clear leader▲+5Since September 2026: 66% → 71%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This page
HubSpot Sales Hub30%Contested▲+4Since September 2026: 27% → 31%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketClari Copilot28%Contested↗new leaderNew leader since September 2026: Clari Copilot (28%) replaces Avoma (20% then, 12% now), 16 points clear, past the 11-point floor.Standing →EnterpriseClari Copilot66%Clear leader▲+5Since September 2026: 66% → 71%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageThe 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 September 2026
01Clari Copilot66%20%74endorsed leader▲+5Since September 2026: 66% → 71%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.66% → 71%
Clari Copilot66%20%74endorsed leader▲+5Since September 2026: 66% → 71%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.66% → 71%02
Salesforce Revenue Intelligence8%12%32accepted challenger▲+3Since September 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 5%
Salesforce Revenue Intelligence8%12%32accepted challenger▲+3Since September 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 5%03
Aviso6%4%26accepted challenger▲+1Since September 2026: 4% → 5%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 5%
Aviso6%4%26accepted challenger▲+1Since September 2026: 4% → 5%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 5%04
Gong2%31%68criticized challenger▼−8Since September 2026: 10% → 2%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 2%
Gong2%31%68criticized challenger▼−8Since September 2026: 10% → 2%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 2%05
Salesloft2%11%28accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Salesloft2%11%28accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%06
Revenue Grid2%8%13accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Revenue Grid2%8%13accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%Show the four products at 0%, ordered by negative rate
10
Revenue.io0%50%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Revenue.io0%50%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%09
People.ai0%35%17criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
People.ai0%35%17criticized 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
Demandbase0%20%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Demandbase0%20%10accepted 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
Outreach0%12%17accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Outreach0%12%17accepted 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 twenty-eight head-to-head pages: the top eight products, each against each
Clari Copilot vs PipedriveClari Copilot vs Revenue GridClari Copilot vs BoostUpClari Copilot vs Salesforce Revenue IntelligenceHubSpot Sales Hub vs GongHubSpot Sales Hub vs AvomaHubSpot Sales Hub vs PipedriveHubSpot Sales Hub vs Revenue GridHubSpot Sales Hub vs BoostUpHubSpot Sales Hub vs Salesforce Revenue IntelligenceGong vs AvomaGong vs PipedriveGong vs Revenue GridGong vs BoostUpGong vs Salesforce Revenue IntelligenceAvoma vs PipedriveAvoma vs Revenue GridAvoma vs BoostUpAvoma vs Salesforce Revenue IntelligencePipedrive vs Revenue GridPipedrive vs BoostUpPipedrive vs Salesforce Revenue IntelligenceRevenue Grid vs BoostUpRevenue Grid vs Salesforce Revenue IntelligenceBoostUp vs Salesforce Revenue Intelligence
One product takes 66% of first choices here, so the chart would put nine markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Three products carry a negative rate above 25% in this category.
What they warned about
Eight of fourteen models held their first choice under the paraphrase. Gemini 3.5 Flash, Grok 4.1 Fast, Llama 4 Maverick, 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.
Clari Copilot20%
15 of 74 labels negative · 12 of 14 models · 1 hard negative
“avoid buying into a merged, still-integrating suite on a "unified RevOps" promise before the unified roadmap ships” Muse Glimmer 30B, negative prompt
Gong31%
21 of 68 labels negative · 12 of 14 models · 1 hard negative
“Avoid standard per-user pricing with Gong.” Kimi K2, budget prompt
People.ai35%
6 of 17 labels negative · 5 of 14 models · 1 hard negative
“Why avoid or be highly cautious? - Scalability red flags” Grok 4.1 Fast, negative prompt
Revenue.io50%
5 of 10 labels negative · 5 of 14 models · 1 hard negative
“Revenue.io pegged at tiny market share (<1%)” Grok 4.1 Fast, 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
77 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. 1074 links across 226 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Avoma42 answers · 47 citations · 13 models
vendor site · ZoomInfo41 answers · 78 citations · 11 models
vendor site · Demandbase37 answers · 38 citations · 12 models
vendor site · Salesmotion27 answers · 28 citations · 11 models
vendor site · Zapier24 answers · 24 citations · 11 models
22 answers · 31 citations · 10 models
vendor site · Revenue Grid22 answers · 29 citations · 8 models
vendor site · Revenue.io21 answers · 25 citations · 9 models
vendor site · Tellius21 answers · 21 citations · 10 models
20 answers · 23 citations · 10 models
vendor site · Cleverly20 answers · 20 citations · 10 models
vendor site · Gartner19 answers · 20 citations · 8 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
31 answers · 12 models
23 answers · 11 models
21 answers · 10 models
20 answers · 10 models
18 answers · 9 models
17 answers · 7 models
17 answers · 8 models
17 answers · 10 models
16 answers · 9 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 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 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 |
|---|---|---|---|---|---|---|---|---|
| Clari clari.com Clari Copilot 66%, Clari Forecast 8% | 74% | 276 | 1,000 | 6 | 444,225 company | |||
| Salesforce parent site Salesforce Revenue Intelligence 8%, Salesforce Einstein 0%, Salesforce Sales Cloud 0% | 8% | 275 | 550,000 | 60,632 | ||||
| Aviso aviso.com | 6% | 44 | 6,600 | 862 | 3,139 | 20 | 7 | |
| Weflow weflow.ai | 4% | 9 | ||||||
| Gong gong.io | 2% | 534 | 74,000 | 13,361 | 52,787 | $1,556 | 120 | 8 |
| Salesloft salesloft.com | 2% | 284 | 18,100 | 445 | 52,058 | $4,229 | 74 | 4 |
| Revenue Grid revenue.io | 2% | 43 | 390 | 14 | 16,889 | 2 | ||
| Forecastio forecastio.ai | 2% | 12 | 90 | 0 | 3,965 | 2 | ||
| Outreach outreach.ai | 0% | 287 | 33,100 | 9,282 | 27,855 | $143 | 51 | |
| Anaplan anaplan.com | 0% | 27 | 18,100 | 532 | 78,179 | 31 |
Google's top ten for the two searches hold 17 sites; 3 of them are among the sites the models cited here (getmaxiq.com, pipeline.zoominfo.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
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 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 CopilotClari CopilotHeldClari Copilot, GongForecastiono first choiceagainst: Clari Copilot, Gong, People.ai, Revenue.io
Two alternatives
Aviso, GongOne alternative
AvisoFive alternatives
Aviso, Oliv, People.ai, Revenue.io, Salesforce EinsteinOne alternative
Clari CopilotGPT-5.4 miniClari CopilotClari CopilotHeldClari Copilot, GongClari Copilotno first choiceagainst: Avoma, BoostUp, Chorus by ZoomInfo, Gong, Jiminny, Outreach, Revenue.io, ZoomInfo
One alternative
GongThree alternatives
Gong, Salesforce Revenue Intelligence, Salesforce Sales CloudTwo alternatives
Salesforce Revenue Intelligence, SalesloftTwo alternatives
Aviso, InsightSquaredGemini 3.5 FlashClari ForecastClari CopilotChangedClari Copilot, Gong, Salesloftagainst: OutreachWeflowagainst: Clari Copilot, GongSalesloftagainst: Avoma, Clari Copilot, Gong, Looker, Microsoft Power BI, Oliv, Salesloft, Tableau, ZoomInfo
Four alternatives
Einstein, Gong, Outreach, Salesforce Revenue IntelligenceThree alternatives
Anaplan, Gong, Salesforce Sales CloudThree alternatives
People.ai, Salesforce Revenue Intelligence, Salesforce Service CloudThree alternatives
Aviso, Proponent, Salesforce Revenue IntelligenceThree alternatives
Gong, Outreach, People.aiPerplexity SonarClari CopilotClari CopilotHeldagainst: Gong, SalesloftClari Copilot, GongClari Copilotagainst: Salesforce Revenue Intelligenceno first choiceagainst: 6sense, Clari Copilot, People.ai, Revenue Grid, Revenue.io, Salesforce Einstein
Four alternatives
Demandbase, Gong, Salesforce Revenue Intelligence, TerretOne alternative
AnaplanFive alternatives
Aviso, Demandbase, People.ai, Revenue.io, Salesforce Revenue IntelligenceGrok 4.1 FastClari Copilot, GongClari CopilotChangedno first choiceClari Copilotagainst: Gong, People.aiClari Copilotagainst: Clari Copilot, Gong, People.ai, Revenue.io, Salesforce Revenue Intelligence, Terret
Three alternatives
Anaplan, Outreach, SalesloftOne alternative
Salesforce EinsteinOne alternative
Salesforce EinsteinTwo alternatives
Gong, ZoomInfoMistral SmallClari CopilotClari CopilotHeldClari Copilot, GongRevenue Gridagainst: Clari Copilot, Gongno first choiceagainst: Revenue.io, Salesforce Einstein Activity Capture, Salesforce Revenue Intelligence, Salesken
Four alternatives
Demandbase, Gong, Revenue.io, Salesforce Revenue IntelligenceTwo alternatives
Aviso, SalesloftFive alternatives
Demandbase, HubSpot Sales Hub, Outreach, Revenue Grid, Salesforce Revenue IntelligenceDeepSeek V4 FlashClari CopilotClari CopilotHeldClari Copilot, Gong, Salesloftagainst: Demandbase, People.aiAvisoagainst: Gong, Salesforce Revenue Cloud, Salesforce Service CloudClari Copilotagainst: Gongagainst: Aviso, Clari Copilot, Demandbase, Gong, Grain, Modjo, Salesforce Revenue Intelligence, tl;dv
Two alternatives
Gong, SalesloftThree alternatives
Anaplan, Gong, Salesforce Sales CloudTwo alternatives
HubSpot Sales Hub, Salesforce Revenue IntelligenceTwo alternatives
6sense, Clari CopilotFour alternatives
Aviso, Einstein, Revenue.io, Salesforce Revenue IntelligenceLlama 4 Maverickno first choiceClari ForecastChangedno first choiceClari CopilotClari Copilotagainst: Airspeed, Clari Copilot
Three alternatives
Bigmind, Gong, RoxQwen 3.7 FlashClari CopilotClari CopilotHeldGongClari Copilotagainst: HubSpot Sales Hub, ZoomInfono first choicenothing named
Three alternatives
Outreach, Salesforce Einstein, ZoomInfoThree alternatives
Gong, InsightSquared, VenaFive alternatives
Chorus by ZoomInfo, Clari Copilot, ExecVision, Highspot, TableauTwo alternatives
Gong, Salesforce EinsteinKimi K2Clari CopilotClari CopilotHeldagainst: GongClari Copilot, GongAviso, Salesforce Revenue Intelligenceagainst: GongClari Copilotagainst: Chorus by ZoomInfo, Clari Copilot, Gong, Microsoft Dynamics 365 Sales Insights, SAP Analytics Cloud, Salesforce Einstein Analytics, Salesloft
One alternative
GongTwo alternatives
Aviso, Salesforce Revenue IntelligenceThree alternatives
Aviso, People.ai, Revenue.ioTwo alternatives
Clari Copilot, People.aiThree alternatives
Aviso, Gong, OutreachGLM 4.7 FlashXClari CopilotClari CopilotHeldClari Copilot, GongClari Copilotno first choiceagainst: Clari Copilot, Gong, People.ai, Salesforce Einstein Analytics
Three alternatives
Demandbase, Gong, Salesforce Revenue IntelligenceThree alternatives
Aviso, Gong, Salesforce ForecastingSix alternatives
6sense, Apollo.io, Chorus by ZoomInfo, People.ai, Revenue Grid, Salesforce Revenue IntelligenceTwo alternatives
Gong, Salesforce Revenue IntelligenceMiniMax M2.5Salesforce Revenue IntelligenceClari CopilotChangedClari Copilot, GongWeflowagainst: Clari Copilot, Gongno first choiceagainst: Gong
Three alternatives
Clari Copilot, Gong, ZoomInfo Revenue IntelligenceOne alternative
AvisoThree alternatives
Outreach, Revenue Grid, SalesloftFour alternatives
HubSpot Breeze Intelligence, HubSpot Operations Hub, People.ai, Revenue GridGPT-6 LunaClari CopilotClari ForecastChangedno first choiceSalesforce Revenue Intelligenceagainst: Gongno first choiceagainst: Clari Copilot, Drift, Gong
Four alternatives
Aviso, Gong, Salesforce Revenue Intelligence, SalesloftTwo alternatives
Gong Forecast, Salesforce Revenue IntelligenceOne alternative
Clari ForecastFive alternatives
BoostUp, Clari Copilot, Gong, Salesforce Revenue Intelligence, SalesloftMuse Glimmer 30BClari CopilotClari ForecastChangedClari Copilot, Gong, Salesforce Revenue IntelligenceAviso, Salesforce Revenue Intelligenceagainst: Clari Copilot, GongClari Copilotagainst: Chorus by ZoomInfo, Clari Copilot, Gong
Two alternatives
Agentforce Sales / Salesforce Revenue Intelligence with Einstein Forecasting, GongTwo alternatives
Agentforce Sales / Salesforce Sales Cloud, AnaplanFive alternatives
Aviso, Avoma, People.ai, Salesloft, ZoomInfo with ChorusOne alternative
RevcastOne alternative
GongBold 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 13:36 | yes | 18 | 11 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:40 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:29 | yes | 19 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 13:51 | yes | 17 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:23 | yes | 24 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:42 | yes | 8 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:40 | yes | 23 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:21 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:55 | yes | 5 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:48 | yes | 14 | 18 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 14:16 | yes | 20 | 129 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:13 | yes | 5 | 55 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 14:10 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:10 | yes | 15 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:43 | yes | 18 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:34 | yes | 5 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:35 | yes | 10 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 13:55 | yes | 16 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:04 | yes | 18 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:36 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:58 | yes | 13 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:54 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:51 | no | 0 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:56 | yes | 19 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:05 | yes | 12 | 14 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:42 | yes | 9 | 32 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:57 | yes | 3 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:47 | yes | 11 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:31 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:01 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:56 | yes | 17 | 32 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 12:04 | yes | 17 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 14:11 | yes | 23 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:30 | yes | 14 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:11 | yes | 23 | 37 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:07 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:29 | no | 0 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:55 | yes | 24 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:45 | yes | 18 | 27 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:42 | yes | 15 | 26 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:16 | yes | 5 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:26 | yes | 12 | 41 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:44 | yes | 17 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:05 | yes | 5 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:00 | yes | 18 | 34 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 08:35 | yes | 18 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:42 | yes | 21 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:49 | yes | 13 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:22 | yes | 22 | 59 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:56 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:12 | no | 0 | 36 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:37 | yes | 23 | 36 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:41 | yes | 21 | 104 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:32 | yes | 17 | 61 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:18 | yes | 3 | 20 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:44 | yes | 17 | 31 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:16 | yes | 18 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:44 | yes | 1 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:42 | yes | 8 | 30 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:28 | yes | 20 | 8 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:44 | yes | 14 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:51 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:28 | yes | 23 | 50 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:45 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:04 | no | 0 | 36 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:20 | yes | 24 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:20 | yes | 15 | 12 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:40 | no | 0 | 9 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:01 | yes | 5 | 32 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:36 | yes | 15 | 31 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:12 | yes | 15 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:06 | yes | 6 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:42 | yes | 19 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:59 | yes | 20 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:41 | yes | 22 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:21 | yes | 15 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:10 | yes | 24 | 38 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:56 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:08 | no | 0 | 40 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:35 | yes | 22 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:28 | yes | 20 | 167 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:58 | yes | 21 | 37 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:01 | yes | 4 | 32 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:43 | yes | 23 | 37 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
HubSpot read as HubSpot Sales Hub
Salesforce read as Salesforce Revenue Intelligence
Unresolved, counted raw
Agentforce Sales / Salesforce Revenue Intelligence with Einstein Forecasting
Agentforce Sales / Salesforce Sales Cloud
Bigmind
Cynerio
HubSpot Revenue Intelligence (RI) (beta/add-on)
Microsoft Dynamics 365 Sales Insights
Ophir.io
Proponent
Revs
ZoomInfo with Chorus
Discontinued, still offered
No shut-down product was recommended here.