Revenue intelligence and forecasting for small business buyers
Asked as “revenue intelligence and forecasting platform”, and as “sales forecasting and pipeline analytics tool”, on behalf of a small B2B company. 61 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
30%
Contested · Pipedrive 26%
30HubSpot Sales Hub26Pipedrive13Avoma31others
30% of first choices, contested.
Since September 2026▲+4Since September 2026: 27% → 31%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.HubSpot Sales Hub held the lead, +4 points on 27%, 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.This pageMid-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.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.This pageMid-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.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
01HubSpot Sales Hub30%7%57accepted challenger▲+4Since September 2026: 27% → 31%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.27% → 31%
HubSpot Sales Hub30%7%57accepted challenger▲+4Since September 2026: 27% → 31%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.27% → 31%02
Pipedrive26%0%30accepted challenger▲+5Since September 2026: 22% → 27%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.22% → 27%
Pipedrive26%0%30accepted challenger▲+5Since September 2026: 22% → 27%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.22% → 27%03
Avoma13%0%39accepted challenger▼−9Since September 2026: 20% → 11%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 11%
Avoma13%0%39accepted challenger▼−9Since September 2026: 20% → 11%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 11%04
Sybill7%0%17accepted challenger▲+7Since September 2026: 0% → 7%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 7%
Sybill7%0%17accepted challenger▲+7Since September 2026: 0% → 7%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 7%05
Jiminny2%0%16accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Jiminny2%0%16accepted 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
Zoho CRM2%7%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%
Zoho CRM2%7%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%07
People.ai2%35%17criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
People.ai2%35%17criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%08Clari Copilot2%68%53criticized challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 2%
Clari Copilot2%68%53criticized challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 2%09
Gong2%73%51criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Gong2%73%51criticized 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
13
Salesforce Revenue Intelligence0%47%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%
Salesforce Revenue Intelligence0%47%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%12
Revenue Grid0%8%12accepted 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 Grid0%8%12accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%10
Grain0%0%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%
Grain0%0%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%11
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 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 →
01020304050607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01HubSpot Sales Hub30%
HubSpot Sales Hub30%02Pipedrive26%
Pipedrive26%03Avoma13%
Avoma13%04Sybill7%
Sybill7%05Jiminny2%
Jiminny2%06Zoho CRM2%
Zoho CRM2%07People.ai2%
People.ai2%08Clari Copilot2%
Clari Copilot2%09Gong2%
Gong2%10Grain0%
Grain0%11tl;dv0%
tl;dv0%12Revenue Grid0%
Revenue Grid0%13Salesforce Revenue Intelligence0%
Salesforce Revenue Intelligence0%What they warned about
Zero of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, 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 Copilot68%
36 of 53 labels negative · 13 of 14 models · 16 hard negative
“small businesses should avoid or be highly cautious about the following platforms... Without 2 to 3 years of clean CRM history, Clari's forecasting engine is virtually useless.” Gemini 3.5 Flash, negative prompt
Gong73%
37 of 51 labels negative · 13 of 14 models · 15 hard negative
“Small businesses should be most cautious about **enterprise-heavy platforms** like **Gong** and **Clari** because multiple guides say they are usually overkill for small teams” Perplexity Sonar, negative prompt
Salesforce Revenue Intelligence47%
8 of 17 labels negative · 6 of 14 models · 2 hard negative
“Enterprise tools like Gong, Clari, or Salesforce are too pricey ($100+/user/mo or custom) for tight budgets.” Grok 4.1 Fast, budget prompt
People.ai35%
6 of 17 labels negative · 5 of 14 models · 4 hard negative
“**Skip Clari and People.ai** unless you have 20+ reps and a dedicated RevOps person.” DeepSeek V4 Flash, comparative 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
79 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. 1041 links across 211 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 · Avoma48 answers · 69 citations · 13 models
vendor site · Cleverly47 answers · 47 citations · 10 models
vendor site · Zapier39 answers · 42 citations · 11 models
38 answers · 57 citations · 10 models
vendor site · ZoomInfo33 answers · 48 citations · 8 models
vendor site · Demandbase31 answers · 31 citations · 11 models
vendor site · HubSpot26 answers · 32 citations · 12 models
vendor site · Salesmotion25 answers · 25 citations · 11 models
vendor site · Sybill24 answers · 31 citations · 11 models
20 answers · 30 citations · 12 models
19 answers · 19 citations · 9 models
15 answers · 30 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.
42 answers · 10 models
37 answers · 10 models
35 answers · 11 models
31 answers · 11 models
29 answers · 11 models
25 answers · 11 models
23 answers · 8 models
19 answers · 8 models
17 answers · 10 models
16 answers · 10 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 |
|---|---|---|---|---|---|---|---|---|
| HubSpot parent site HubSpot Sales Hub 30%, HubSpot CRM 5% | 34% | 693 | 368,000 | 9,776 | ||||
| Pipedrive pipedrive.com | 26% | 370 | 49,500 | 598 | 418,149 | $55 | 97 | |
| Avoma avoma.com | 13% | 229 | 3,600 | 31 | 19,141 | 27 | ||
| Sybill sybill.ai | 7% | 38 | 2,900 | 5,864 | 17,438 | 8 | ||
| Forecastio forecastio.ai | 5% | 12 | 90 | 0 | 3,965 | 2 | ||
| Optifai optif.ai | 3% | 16 | 90,500 | 0 | 141 | |||
| Jiminny jiminny.com | 2% | 79 | 390 | 5 | 1,008 | 9 | ||
| Zoho parent site Zoho CRM 2% | 2% | 332 | 49,500 | 660 | ||||
| Terret terret.ai | 2% | 12 | ||||||
| Weflow Deal Intelligence & Forecasting weflow.ai | 2% | 1 |
Google's top ten for the two searches hold 17 sites; 2 of them are among the sites the models cited here (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 small B2B company?”Paraphrase“Which sales forecasting and pipeline analytics tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top revenue intelligence platforms for a small team and how do they differ?”Budget-constrained“What is the best revenue intelligence and forecasting platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a revenue intelligence and forecasting platform. What should we look at?”Negative“Which revenue intelligence platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5HubSpot Sales HubHubSpot CRM, PipedriveChangedagainst: Salesforce Revenue IntelligenceApollo.io, OlivForecastiono first choiceagainst: 6sense, Clari Copilot, Gong, Outreach
Two alternatives
Avoma, ForecastioOne alternative
Zoho CRMTwo alternatives
HubSpot Sales Hub, SybillFour alternatives
Avoma, HubSpot Sales Hub, LivePlan, Zoho CRM ZiaGPT-5.4 miniTerretagainst: Clari CopilotPipedriveChangedHubSpot Sales Hubagainst: Clari CopilotHubSpot Sales Hubagainst: Clari Copilotno first choiceagainst: Gong, Revenue Grid, Salesloft
One alternative
GongTwo alternatives
HubSpot Sales Hub, Zoho CRMTwo alternatives
Gong, PipedriveTwo alternatives
Fathom, LiveFlowGemini 3.5 FlashForecastio, HubSpot Sales Hubagainst: Clari Copilot, GongHubSpot Sales Hub, PipedriveChangedAvoma, HubSpot Sales Hubagainst: Clari Copilot, GongForecastio, Sybillagainst: Clari Copilot, GongHubSpot Sales Hubagainst: Clari Copilot, Gongagainst: 6sense, Clari Copilot, Gong, People.ai
Five alternatives
Avoma, Pipedrive, Scratchpad, Sybill, WeflowTwo alternatives
Discern, ForecastioThree alternatives
Fathom, Jiminny, WeflowFour alternatives
Avoma, HubSpot Sales Hub, Oliv, Salesforce Revenue IntelligenceSix alternatives
Avoma, Dooly, Forecastio, Oliv, Salesforce Revenue Intelligence, ScratchpadPerplexity SonarHubSpot Sales Hubagainst: GongPipedriveChangedagainst: Clari CopilotSybillAvoma, HubSpot Sales Hubagainst: Clari Copilot, Gongno first choiceagainst: 6sense, Clari Copilot, Demandbase, Gong
Two alternatives
Avoma, SybillOne alternative
HubSpot Sales HubFour alternatives
Apollo.io, Avoma, HubSpot Sales Hub, JiminnyThree alternatives
Grain, Sybill, tl;dvGrok 4.1 FastHubSpot Sales Hubagainst: Clari Copilot, Gong, OutreachPipedriveChangedagainst: Salesforce Revenue IntelligenceAvomaagainst: Clari Copilot, GongHubSpot Sales Hubagainst: Clari Copilot, Gong, Salesforce Revenue IntelligenceHubSpot Sales Hubagainst: Chorus by ZoomInfo, Clari Copilot, Demandbase, Gong, People.ai, Salesforce Revenue Intelligence
Five alternatives
Avoma, Optifai, Pipedrive, Salesflare, SybillOne alternative
HubSpot Sales HubFive alternatives
Claap, Grain, HubSpot Sales Hub, People.ai, tl;dvThree alternatives
Avoma, Pipedrive, Zendesk SellTwo alternatives
Clari Copilot, GongMistral SmallGong, HubSpot Sales HubHubSpot CRM, PipedriveChangedRevenue Gridagainst: Zoho CRMAvoma, SybillClari Copilotagainst: Chorus by ZoomInfo, Clari Copilot, Gong, Salesforce Revenue Cloud, Salesloft
Two alternatives
Clari Copilot, Zoho AnalyticsOne alternative
Clari CopilotFive alternatives
Avoma, HubSpot Sales Hub, Optifai, Outreach, PipedriveTwo alternatives
Jirav, OlivThree alternatives
Gong, HubSpot Forecasting, SalesloftDeepSeek V4 FlashHubSpot Sales Hub, Pipedriveagainst: Clari CopilotPipedriveChangedHubSpot Sales Hub, Revenue.ioagainst: Clari Copilot, Gong, People.aiAvoma, Pipedriveagainst: Clari Copilot, GongAvoma, Jiminny, Optifaiagainst: Gongagainst: Clari Copilot, Gong, People.ai
Two alternatives
Forecastio, GongTwo alternatives
HubSpot Sales Hub, Zoho CRMOne alternative
AvomaOne alternative
SybillFour alternatives
Clari Copilot, Oliv, People.ai, Revenue GridLlama 4 Maverickno first choicePipedriveChangedno first choiceSybillno first choiceagainst: Outreach
Three alternatives
Clari Copilot, HubSpot Sales Hub, Zoho CRMTwo alternatives
Avoma, JiminnyQwen 3.7 FlashHubSpot Sales Hubagainst: GongPipedriveChangedagainst: Clari Copilot, Salesforce Revenue IntelligenceAvomaagainst: HubSpot Sales HubSybillagainst: Clari Copilot, Gongno first choiceagainst: 6sense, Clari Copilot, Gong
Four alternatives
Clari Copilot, Jiminny, Salesforce Revenue Cloud, Salesforce Revenue IntelligenceTwo alternatives
HubSpot Sales Hub, Zoho CRMTwo alternatives
Jiminny, People.aiTwo alternatives
Avoma, HubSpot Sales HubKimi K2Avomaagainst: Clari Copilot, Gong, HubSpot Sales HubPipedriveChangedFathom, Grainagainst: GongHubSpot Sales Hub, Pipedriveagainst: Clari Copilot, Gong, People.aino first choiceagainst: Clari Copilot, Gong, Salesforce Revenue Intelligenceagainst: Chorus by ZoomInfo, Clari Copilot, Gong, Salesloft
Two alternatives
Pipedrive, TerretFour alternatives
Close, Freshsales, HubSpot Sales Hub, InsightSquaredThree alternatives
Avoma, Jiminny, tl;dvThree alternatives
Avoma, Grain, Zoho CRMSeven alternatives
Avoma, HubSpot Breeze Intelligence, HubSpot Operations Hub, Oliv, Pipedrive, Revenue Grid, SalesmotionGLM 4.7 FlashXHubSpot Sales Hubagainst: Apollo.ioPipedriveChangedSybillagainst: GongAvoma, HubSpot Sales Hubagainst: Clari Copilot, Gongno first choiceagainst: Clari Copilot, Gong, Outreach
Four alternatives
Avoma, Gong, Oliv, People.aiThree alternatives
HubSpot Sales Hub, Zoho CRM, monday CRMSix alternatives
Attention, Avoma, Claap, Clari Copilot, HubSpot Sales Hub, JiminnyMiniMax M2.5HubSpot Sales Hub, Pipedriveagainst: Clari Copilot, Salesforce Revenue IntelligenceHubSpot CRMChangedAvoma, Sybillagainst: GongOptifai, People.aino first choiceagainst: Chorus by ZoomInfo, Clari Copilot, Gong
One alternative
OutreachTwo alternatives
Pipedrive, Zoho CRMTwo alternatives
HubSpot Sales Hub, JiminnyOne alternative
HubSpot Sales HubGPT-6 LunaAvomaPipedriveChangedAvomaagainst: Clari Copilot, GongZoho CRMagainst: HubSpot Sales Hubno first choiceagainst: Clari Copilot, Gong, Salesloft, ZoomInfo
One alternative
HubSpot Sales HubTwo alternatives
HubSpot Sales Hub, Zoho CRMTwo alternatives
Fathom, HubSpot Sales HubOne alternative
PipedriveTwo alternatives
HubSpot Sales Hub, Salesforce Revenue IntelligenceMuse Glimmer 30BAvomaagainst: Clari Copilot, GongHubSpot Sales HubChangedOptifai, Sybillagainst: Gong, Salesforce Revenue IntelligenceWeflow Deal Intelligence & Forecastingagainst: HubSpot Sales Hubno first choiceagainst: 6sense, Aviso, Chorus by ZoomInfo, Clari Copilot, Demandbase, Gong, People.ai, ZoomInfo
Three alternatives
HubSpot Sales Hub, Optifai, SybillOne alternative
PipedriveSix alternatives
Claap, Grain, Jiminny, Revenue Grid, Substrata, tl;dvTwo alternatives
Pipedrive, Zoho CRMBold 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 09:27 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:18 | yes | 2 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:39 | yes | 15 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:58 | yes | 20 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:24 | yes | 20 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:43 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:42 | yes | 20 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:21 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:39 | yes | 8 | 43 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:32 | yes | 20 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:53 | yes | 22 | 35 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:45 | yes | 5 | 12 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:50 | yes | 2 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:22 | yes | 14 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:13 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:56 | yes | 5 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:01 | yes | 19 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 07:26 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:08 | yes | 15 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:41 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:13 | yes | 21 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:18 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:20 | yes | 9 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:15 | yes | 14 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:57 | yes | 23 | 28 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:29 | no | 0 | 31 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:53 | yes | 4 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:04 | yes | 12 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:32 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:50 | yes | 5 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:49 | yes | 21 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 13:17 | yes | 20 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:57 | yes | 19 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:29 | yes | 12 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:40 | yes | 22 | 48 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:16 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:16 | yes | 18 | 39 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 14:06 | yes | 14 | 20 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:53 | yes | 12 | 40 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:13 | yes | 17 | 45 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:14 | yes | 5 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:52 | yes | 19 | 50 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:16 | yes | 14 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:34 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:56 | yes | 21 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:39 | yes | 20 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:54 | yes | 21 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:28 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 14:07 | yes | 23 | 44 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:32 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:04 | yes | 10 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:16 | yes | 18 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:29 | yes | 22 | 13 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 14:10 | yes | 5 | 10 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:31 | yes | 3 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:12 | yes | 23 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:01 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:05 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:09 | yes | 10 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 12:21 | yes | 24 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:04 | yes | 19 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:01 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:32 | yes | 17 | 54 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:34 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:17 | yes | 5 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:56 | yes | 17 | 29 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:53 | yes | 15 | 19 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:52 | yes | 15 | 22 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:58 | yes | 1 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:57 | yes | 13 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:28 | yes | 15 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:02 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:54 | yes | 9 | 15 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:59 | yes | 20 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:50 | yes | 21 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 14:26 | yes | 13 | 24 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:27 | yes | 23 | 33 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:22 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 14:06 | yes | 15 | 28 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:39 | yes | 22 | 23 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 14:04 | yes | 21 | 59 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:18 | yes | 8 | 18 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:00 | yes | 3 | 25 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:12 | yes | 11 | 19 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
HubSpot (Sales Hub Starter/Pro) read as HubSpot Sales Hub
HubSpot (Sales Hub) read as HubSpot Sales Hub
Salesforce read as Salesforce Revenue Intelligence
Salesforce (Starter or Suite) read as Salesforce Revenue Intelligence
Zoho read as Zoho CRM
Unresolved, counted raw
Chorus AI (ZoomInfo)
Clap
Discern
Jirav
LiveFlow
Optif.ai
Revops
Territory
Weflow Deal Intelligence & Forecasting
Zoho CRM Zia
Discontinued, still offered
No shut-down product was recommended here.