Revenue intelligence and forecasting
Asked as “revenue intelligence and forecasting platform”, and as “sales forecasting and pipeline analytics tool”, on behalf of a mid-market B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
28%
Contested · Gong 12%
28Clari Copilot12Gong12HubSpot Sales Hub48others
28% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: Clari Copilot (28%) replaces Avoma (20% then, 12% now), 16 points clear, past the 11-point floor.Clari Copilot leads at 28%, replacing Avoma, which led at 20% and stands at 12% now: 16 points clear, 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.
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.This pageEnterpriseClari Copilot66%Clear leader▲+5Since September 2026: 66% → 71%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
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.This pageEnterpriseClari Copilot66%Clear leader▲+5Since September 2026: 66% → 71%, +5 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
01Clari Copilot28%40%65criticized challenger▲+10Since September 2026: 18% → 28%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.18% → 28%
Clari Copilot28%40%65criticized challenger▲+10Since September 2026: 18% → 28%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.18% → 28%02HubSpot Sales Hub12%10%39accepted challenger▼−5Since September 2026: 16% → 12%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.16% → 12%
HubSpot Sales Hub12%10%39accepted challenger▼−5Since September 2026: 16% → 12%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.16% → 12%03
Gong12%35%63criticized challenger▲+3Since September 2026: 9% → 12%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 12%
Gong12%35%63criticized challenger▲+3Since September 2026: 9% → 12%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 12%04
Avoma10%0%25accepted challenger▼−8Since September 2026: 20% → 12%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 12%
Avoma10%0%25accepted challenger▼−8Since September 2026: 20% → 12%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 12%05
Pipedrive4%0%14accepted challenger▲+1Since September 2026: 4% → 5%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 5%
Pipedrive4%0%14accepted challenger▲+1Since September 2026: 4% → 5%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 5%06
Revenue Grid4%0%15accepted challenger▲+1Since September 2026: 2% → 2%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Revenue Grid4%0%15accepted challenger▲+1Since September 2026: 2% → 2%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%07
BoostUp2%0%10accepted challenger▼−5Since September 2026: 7% → 2%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 2%
BoostUp2%0%10accepted challenger▼−5Since September 2026: 7% → 2%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 2%08
Salesforce Revenue Intelligence2%29%21criticized challenger▲+1Since September 2026: 2% → 2%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Salesforce Revenue Intelligence2%29%21criticized challenger▲+1Since September 2026: 2% → 2%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%Show the six products at 0%, ordered by negative rate
14
Chorus by ZoomInfo0%40%15criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Chorus by ZoomInfo0%40%15criticized 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
Salesloft0%21%19accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Salesloft0%21%19accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%13
Outreach0%20%15accepted 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%20%15accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%12
Revenue.io0%15%13accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Revenue.io0%15%13accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%11
Aviso0%13%15accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Aviso0%13%15accepted 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%12%16accepted 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%12%16accepted 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
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 →
0102030405060708091011121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Clari Copilot28%
Clari Copilot28%02HubSpot Sales Hub12%
HubSpot Sales Hub12%03Gong12%
Gong12%04Avoma10%
Avoma10%05Pipedrive4%
Pipedrive4%06Revenue Grid4%
Revenue Grid4%07BoostUp2%
BoostUp2%08Salesforce Revenue Intelligence2%
Salesforce Revenue Intelligence2%09People.ai0%
People.ai0%10Salesloft0%
Salesloft0%11Aviso0%
Aviso0%12Revenue.io0%
Revenue.io0%13Outreach0%
Outreach0%14Chorus by ZoomInfo0%
Chorus by ZoomInfo0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Grok 4.1 Fast, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, 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 Copilot40%
26 of 65 labels negative · 14 of 14 models · 7 hard negative
“Avoid these enterprise forecasters unless you have already solved your CRM data hygiene issues” Gemini 3.5 Flash, negative prompt
Gong35%
22 of 63 labels negative · 12 of 14 models · 7 hard negative
“Avoid Gong if your team is under 15\u201320 reps or if you lack a dedicated Revenue Operations (RevOps) professional” Gemini 3.5 Flash, negative prompt
Chorus by ZoomInfo40%
6 of 15 labels negative · 6 of 14 models · 2 hard negative
“ZoomInfo contracts are notorious for **automatic multi-year renewals** ... do not sign until you get the exact exit, cancellation, and non-auto-renewal clauses in writing” Gemini 3.5 Flash, negative prompt
Salesforce Revenue Intelligence29%
6 of 21 labels negative · 6 of 14 models · 2 hard negative
“adding Salesforce Revenue Intelligence is often highly redundant and far less flexible” 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
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. 1071 links across 219 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 · ZoomInfo45 answers · 70 citations · 11 models
vendor site · Avoma38 answers · 55 citations · 12 models
vendor site · Demandbase35 answers · 35 citations · 12 models
31 answers · 41 citations · 10 models
vendor site · Salesmotion28 answers · 28 citations · 11 models
vendor site · Cleverly25 answers · 25 citations · 8 models
vendor site · Zapier21 answers · 21 citations · 12 models
vendor site · MarketBetter20 answers · 25 citations · 9 models
20 answers · 23 citations · 9 models
vendor site · Guideflow20 answers · 20 citations · 10 models
19 answers · 24 citations · 10 models
vendor site · Tellius19 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.
35 answers · 12 models
29 answers · 12 models
28 answers · 10 models
28 answers · 11 models
25 answers · 8 models
19 answers · 8 models
19 answers · 12 models
18 answers · 9 models
17 answers · 11 models
13 answers · 8 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 28%, Clari Forecast 2% | 30% | 276 | 1,000 | 6 | 444,225 company | |||
| HubSpot parent site HubSpot Sales Hub 12%, HubSpot CRM 2% | 14% | 693 | 368,000 | 9,776 | ||||
| Gong gong.io | 12% | 534 | 74,000 | 13,361 | 52,787 | $1,556 | 120 | 8 |
| Avoma avoma.com | 10% | 229 | 3,600 | 31 | 19,141 | 27 | ||
| Sybill sybill.ai | 8% | 38 | 2,900 | 5,864 | 17,438 | 8 | ||
| Pipedrive pipedrive.com Pipedrive 4%, Pipedrive CRM 2% | 6% | 370 | 49,500 | 598 | 418,149 | $55 | 97 | |
| Revenue.io revenue.io Revenue Grid 4%, Revenue.io 0% | 4% | 58 | 390 | 14 | 16,889 | 2 | ||
| Terret terret.ai | 4% | 12 | ||||||
| BoostUp boostup.ai | 2% | 14 | 1,000 | 11 | 76 | |||
| Salesforce parent site Salesforce Revenue Intelligence 2% | 2% | 71 | 550,000 | 60,632 |
Google's top ten for the two searches hold 17 sites; 4 of them are among the sites the models cited here (getmaxiq.com, guideflow.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 a mid-market B2B company?”Paraphrase“Which sales forecasting and pipeline analytics tool would you recommend to a mid-sized B2B company?”Comparative“What are the top revenue intelligence platforms and how do they differ?”Budget-constrained“What is the best revenue intelligence and forecasting platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a revenue intelligence and forecasting platform. What should we look at?”Negative“Which revenue intelligence platforms should I avoid or be cautious about?”
Claude Haiku 4.5Terretagainst: Clari Copilot, GongHubSpot Sales HubChangedClari+SalesloftAvoma, Olivagainst: Clari Copilot, Gongno first choiceagainst: Clari Copilotagainst: Aviso, Clari Copilot, Gong Engage, Salesforce Revenue Intelligence, Terret
Three alternatives
Aviso, Avoma, HubSpot Sales HubThree alternatives
BoostUp, InsightSquared, PipedriveSix alternatives
Forecastio, Gong, Outreach, People.ai, Salesforce Sales Cloud, ZoomInfoThree alternatives
Forecastio, Revenue Grid, TerretGPT-5.4 miniClari CopilotClari CopilotHeldClari Copilot, Gongagainst: Chorus by ZoomInfo, HubSpot Sales HubSalesforce Revenue Intelligenceagainst: Clari Copilotno first choicenothing named
Two alternatives
Aviso, GongTwo alternatives
HubSpot Sales Hub, Salesforce Sales CloudSix alternatives
Aviso, BoostUp, Outreach, People.ai, Salesforce Revenue Intelligence, SalesloftGemini 3.5 FlashGongagainst: Clari CopilotGongHeldagainst: Anaplan, Clari CopilotGong, SalesloftAvomaagainst: Clari Copilot, GongGongagainst: Clari Copilotagainst: Chorus by ZoomInfo, Clari Copilot, Gong, People.ai, Salesforce Revenue Intelligence, ZoomInfo
Three alternatives
Ebsta, HubSpot Sales Hub, TerretThree alternatives
Forecastio, Oliv, Revenue GridFour alternatives
Avoma, People.ai, Revenue.io, Salesforce Revenue IntelligenceFour alternatives
HubSpot Sales Hub, Scratchpad, Terret, WeflowSeven alternatives
BoostUp, Ebsta, HubSpot Sales Hub, MaxIQ, Oliv, Salesforce Revenue Intelligence, Salesforce Service CloudPerplexity SonarClari Copilotagainst: GongClari ForecastChangedClari Copilot, GongSybillno first choiceagainst: Clari Copilot, Gong, Salesforce Einstein Activity Capture
Three alternatives
Avoma, Revenue.io, Salesforce Revenue IntelligenceThree alternatives
Aviso, HubSpot Sales Hub, PipedriveEight alternatives
BoostUp, Chorus by ZoomInfo, Outreach, People.ai, Revenue Grid, Revenue.io, Salesforce Revenue Intelligence, SalesloftThree alternatives
Grain, HubSpot Sales Hub, tl;dvGrok 4.1 FastRevenue Gridagainst: GongHubSpot Sales HubChangedClari Copilot, GongAvomaagainst: Clari Copilot, GongClari Copilotagainst: 6sense, Clari Copilot, Gong, Outreach
Two alternatives
Clari Copilot, HubSpot Sales HubFour alternatives
Clari Copilot, Gong, Pipedrive, Salesforce EinsteinFive alternatives
Outreach, People.ai, Revenue Grid, Revenue.io, SalesloftFour alternatives
Grain, HubSpot Sales Hub, Pipedrive, Zoho CRMThree alternatives
Gong, HubSpot Sales Hub, Salesforce Revenue IntelligenceMistral SmallClari CopilotClari CopilotHeldClari Copilot, GongSybillno first choiceagainst: Clari Copilot, Gong, InsightSquared, People.ai, Salesforce Revenue Intelligence
Three alternatives
Demandbase, Gong, HubSpot Sales HubTwo alternatives
HubSpot Sales Hub, ZoomInfo GTM WorkspaceThree alternatives
Outreach, Salesforce Sales Cloud, SalesloftTwo alternatives
Avoma, PipedriveDeepSeek V4 FlashTerretClari Copilot, HubSpot Sales HubChangedClari Copilot, GongBaremetricsagainst: Anaplan, Aviso, Clari Copilot, Gong, HubSpot Sales Hubno first choiceagainst: 6sense, Chorus by ZoomInfo, Clari Copilot, Coffee, DevRev, Gong, Revenue.io, ZoomInfo
Four alternatives
Avoma, Clari Copilot, Gong, Salesforce Revenue IntelligenceFour alternatives
Forecastio, Gong, Salesforce Einstein, WeflowFive alternatives
6sense, People.ai, Salesforce Revenue Cloud, Salesforce Service Cloud, SalesloftThree alternatives
ChartMogul, Pipedrive, ProfitWell MetricsThree alternatives
Avoma, Clari Copilot, GongLlama 4 Maverickno first choiceno first choiceHeldno first choiceSybillagainst: Clari Copilot, Clari Forecastno first choiceagainst: InsightSquared
Two alternatives
Coffee, SybillFour alternatives
Avoma, Grain, Optifai, tl;dvQwen 3.7 FlashBoostUpagainst: HubSpot Sales HubClari CopilotChangedagainst: Salesforce EinsteinClari Copilot, GongSybillno first choiceagainst: Clari Copilot, Gong, Outreach, Salesforce Revenue Intelligence
One alternative
Clari CopilotThree alternatives
Gong, HubSpot Advanced Reporting, InsightSquaredFour alternatives
6sense, Avoma, Chorus by ZoomInfo, SalesloftThree alternatives
Grain, Pipedrive, tl;dvKimi K2AvomaHubSpot Sales HubChangedClari Copilot, Gongagainst: Chorus by ZoomInfoAvomaagainst: Clari Copilot, Gong, Salesforce Revenue IntelligenceClari Copilot, Gongagainst: Clari Copilot, Gong, InsightSquared, Revenue.io, Salesloft
Two alternatives
Clari Copilot, GongTwo alternatives
Clari Copilot, GongThree alternatives
Aviso, Outreach, SalesloftFour alternatives
Grain, HubSpot Sales Hub, Optifai, tl;dvThree alternatives
Avoma, People.ai, Revenue GridGLM 4.7 FlashXClari CopilotPipedriveChangedagainst: Clari Forecast, GongGongPipedriveno first choiceagainst: Chorus by ZoomInfo, Clari Copilot, Gong
Three alternatives
Gong, HubSpot Sales Hub, ZoomInfo GTM WorkspaceTwo alternatives
HubSpot Sales Hub, Salesforce EinsteinFour alternatives
Chorus by ZoomInfo, Clari Copilot, HubSpot Sales Hub, Revenue.ioTwo alternatives
Avoma, People.aiMiniMax M2.5Clari Copilot, Gongagainst: 6senseClari Copilot, HubSpot Sales HubChangedGongHubSpot CRM, Pipedrive CRMagainst: Clari Copilot, Gong, Salesloftno first choiceagainst: Clari Copilot, Gong, Outreach
Two alternatives
HubSpot Sales Hub, Revenue GridOne alternative
PipedriveFour alternatives
Clari Copilot, Outreach, Salesloft, ZoomInfoThree alternatives
Jiminny, Optifai, Zoho CRMGPT-6 LunaGongClari CopilotChangedno first choiceagainst: SalesloftZoho CRMagainst: Clari Copilot, HubSpot Sales Hubno first choiceagainst: Clari Copilot, Drift, Gong, Salesloft
Three alternatives
HubSpot Sales Hub, Salesforce Revenue Intelligence, Salesloft with Clari ForecastThree alternatives
Gong, HubSpot Sales Hub, Salesforce Revenue IntelligenceFour alternatives
Aviso, Gong, Outreach, Revenue.ioOne alternative
PipedriveMuse Glimmer 30BRevenue Gridagainst: GongClari CopilotChangedClari Copilot, GongHubSpot Sales Hub, Weflowno first choiceagainst: Chorus by ZoomInfo, Clari Copilot, Gong, Salesforce Revenue Intelligence, ZoomInfo
Three alternatives
Clari Copilot, HubSpot Sales Hub, Salesforce Revenue IntelligenceFour alternatives
Gong Forecast, HubSpot Sales Hub, Pipedrive, Salesforce EinsteinSeven alternatives
Avoma, Einstein, HubSpot Sales Hub, People.ai, Revenue.io, Salesforce Revenue Intelligence, SalesloftTwo alternatives
Avoma, OlivBold 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 09:01 | yes | 17 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:27 | yes | 5 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:44 | yes | 27 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:19 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:20 | yes | 22 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:51 | yes | 10 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:01 | yes | 20 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:42 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:50 | yes | 5 | 22 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 14:02 | yes | 16 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 14:11 | yes | 15 | 76 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:21 | yes | 10 | 24 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:07 | yes | 4 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:41 | yes | 12 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:02 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:53 | yes | 2 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:24 | yes | 13 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:18 | yes | 18 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:57 | yes | 22 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:57 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:58 | yes | 19 | 42 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:38 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:37 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:53 | yes | 11 | 17 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:13 | yes | 21 | 33 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:08 | yes | 9 | 32 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:47 | yes | 4 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:56 | yes | 13 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:19 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:53 | yes | 6 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:51 | yes | 17 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 12:34 | yes | 16 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:45 | yes | 20 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:40 | yes | 10 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:57 | yes | 20 | 43 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:45 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:36 | yes | 10 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:09 | yes | 13 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:08 | yes | 23 | 137 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:09 | yes | 10 | 20 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:43 | yes | 5 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:46 | yes | 13 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:21 | yes | 9 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:11 | yes | 4 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:28 | yes | 17 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:28 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:46 | yes | 22 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:03 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:24 | yes | 23 | 32 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:29 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:27 | yes | 5 | 15 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:41 | yes | 18 | 23 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:07 | yes | 23 | 103 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:00 | yes | 7 | 15 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:09 | yes | 4 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:31 | yes | 24 | 32 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:28 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:47 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:17 | yes | 10 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:21 | yes | 21 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:39 | yes | 17 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:50 | yes | 10 | 13 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:36 | yes | 23 | 47 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:11 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:37 | no | 0 | 24 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:16 | yes | 22 | 34 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:12 | yes | 17 | 163 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:05 | no | 0 | 10 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:58 | yes | 3 | 25 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:52 | yes | 14 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:51 | yes | 9 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:26 | yes | 3 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:48 | yes | 23 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:02 | yes | 20 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:21 | yes | 22 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:49 | yes | 10 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:46 | yes | 25 | 29 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:11 | yes | 5 | 5 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:33 | yes | 10 | 29 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:36 | yes | 24 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:24 | yes | 20 | 48 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:46 | yes | 14 | 23 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:00 | yes | 3 | 32 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:44 | yes | 21 | 27 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
Drivetrain
HubSpot Advanced Reporting
Level90
Proshort
Salesforce RI
Salesloft with Clari Forecast
Discontinued, still offered
No shut-down product was recommended here.