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. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
27%
Contested · Pipedrive 22%
27HubSpot Sales Hub22Pipedrive20Avoma31others
27% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-eight head-to-head pages: the top eight products, each against each
Avoma vs BoostUpAvoma vs PipedriveAvoma vs Revenue GridAvoma vs SalesloftClari Copilot vs HubSpot Sales HubClari Copilot vs Gong Revenue Intelligence PlatformClari Copilot vs BoostUpClari Copilot vs PipedriveClari Copilot vs Revenue GridClari Copilot vs SalesloftHubSpot Sales Hub vs Gong Revenue Intelligence PlatformHubSpot Sales Hub vs BoostUpHubSpot Sales Hub vs PipedriveHubSpot Sales Hub vs Revenue GridHubSpot Sales Hub vs SalesloftGong Revenue Intelligence Platform vs BoostUpGong Revenue Intelligence Platform vs PipedriveGong Revenue Intelligence Platform vs Revenue GridGong Revenue Intelligence Platform vs SalesloftBoostUp vs PipedriveBoostUp vs Revenue GridBoostUp vs SalesloftPipedrive vs Revenue GridPipedrive vs SalesloftRevenue Grid vs Salesloft
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08G09
10
11
12
13
14Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01HubSpot Sales Hub27%
HubSpot Sales Hub27%02Pipedrive22%
Pipedrive22%03Avoma20%
Avoma20%04Optifai9%
Optifai9%05Oliv4%
Oliv4%06Forecastio4%
Forecastio4%07Clari Copilot4%
Clari Copilot4%08Revenue Grid2%
Revenue Grid2%09Gong Revenue Intelligence Platform2%
10Grain0%
Grain0%11tl;dv0%
tl;dv0%12Zoho CRM0%
Zoho CRM0%13Claap0%
Claap0%14People.ai0%
People.ai0%What they warned about
Zero of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 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 Copilot81%
42 of 52 labels negative · 12 of 12 models · 24 hard negative
“Skip Clari, Gong, BoostUp, and Aviso for now." / "not to buy a dedicated enterprise forecasting layer like Clari or Gong right away” DeepSeek V4 Flash, paraphrase prompt
Gong Revenue Intelligence Platform
86%
42 of 49 labels negative · 12 of 12 models · 23 hard negative
“one guide explicitly says to avoid Gong and Clari for small teams because they can take 3–6 months to implement and are "overkill"” Perplexity Sonar, negative prompt
6sense100%
9 of 9 labels negative · 5 of 12 models · 7 hard negative
“Unless you're running sophisticated account-based marketing with six-figure deals, 6sense is massive overkill.” Kimi K2, negative prompt
People.ai46%
6 of 13 labels negative · 4 of 12 models · 6 hard negative
“Why to avoid: People.ai solves CRM data hygiene problems — but if you're a small business, you likely don't have the data volume” Kimi K2, negative prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
22 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 292 links across 122 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.
vendor site · ZoomInfo10 answers · 13 citations · 2 models
10 answers · 10 citations · 3 models
vendor site · Zapier10 answers · 10 citations · 3 models
vendor site · Oliv9 answers · 17 citations · 2 models
vendor site · Forecastio9 answers · 12 citations · 3 models
vendor site · Salesmotion7 answers · 7 citations · 3 models
vendor site · Demandbase6 answers · 6 citations · 2 models
vendor site · YouTube5 answers · 9 citations · 1 model
vendor site · Avoma5 answers · 5 citations · 2 models
vendor site · Guideflow5 answers · 5 citations · 2 models
vendor site · Tellius5 answers · 5 citations · 2 models
vendor site · Sybill4 answers · 5 citations · 2 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.
9 answers · 2 models
9 answers · 3 models
8 answers · 2 models
7 answers · 3 models
6 answers · 2 models
6 answers · 3 models
6 answers · 3 models
5 answers · 2 models
5 answers · 2 models
4 answers · 1 model
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 27% | 27% | 687 | 368,000 | 9,776 | ||||
| Pipedrive pipedrive.com | 22% | 360 | 49,500 | 598 | 418,149 | $55 | 97 | |
| Avoma avoma.com | 20% | 266 | 3,600 | 31 | 19,141 | 27 | ||
| Optifai optif.ai | 9% | 17 | 90,500 | 0 | 141 | |||
| Oliv oliv.ai | 4% | 23 | 6,600 | 387,989 | 1,696 | 5 | 9 | |
| Forecastio forecastio.ai | 4% | 18 | 90 | 0 | 3,965 | 2 | ||
| Clari clari.com Clari Copilot 4% | 4% | 260 | 1,000 | 6 | 444,225 company | |||
| Revenue.io revenue.io Revenue Grid 2%, Revenue.io 0% | 2% | 43 | 390 | 14 | 16,889 | 2 | ||
| BoostUp boostup.ai | 2% | 24 | 1,000 | 11 | 76 | |||
| EngageBay engagebay.com | 2% | 40 | 880 | 8 | 67,570 | 1 |
Google's top ten for the two searches hold 17 sites; 6 of them are among the sites the models cited here (forecastio.ai, getmaxiq.com, guideflow.com, oliv.ai, 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 Hubagainst: Clari Copilot, Gong Revenue Intelligence PlatformHubSpot Sales Hub, PipedriveChangedSybillEngageBayno first choicenothing named
Three alternatives
BoostUp, Revenue Grid, Salesforce Revenue IntelligenceTwo alternatives
Forecastio, NutshellTwo alternatives
Avoma, HubSpot Sales HubOne alternative
OnPlanGPT-5.4 miniClari CopilotPipedriveChangedGong Revenue Intelligence Platformagainst: Apollo.ioHubSpot Sales Hubagainst: Clari Copilot, Gong Revenue Intelligence Platformno first choicenothing named
Two alternatives
BoostUp, Gong Revenue Intelligence PlatformTwo alternatives
HubSpot Sales Hub, Zoho CRMTwo alternatives
Clari Copilot, HubSpot Sales HubOne alternative
ForecastioGemini 3.5 FlashHubSpot Sales Hub, Weflowagainst: Clari Copilot, Gong Revenue Intelligence Platform, ScratchpadPipedriveChangedHubSpot Sales Hub, Olivagainst: Clari Copilot, Gong Revenue Intelligence PlatformOlivagainst: Clari Copilot, Gong Revenue Intelligence PlatformOlivagainst: Clari Copilot, Gong Revenue Intelligence Platform, Sales Cloud Einstein / Revenue Intelligence, Salesforce Revenue Cloudagainst: 6sense, Chorus by ZoomInfo, Clari Copilot, Demandbase, Einstein, Gong Revenue Intelligence Platform, People.ai, Salesforce Revenue Intelligence, Salesloft
Three alternatives
Apollo.io, Forecastio, TerretThree alternatives
Forecastio, HubSpot Sales Hub, Zoho CRMTwo alternatives
Apollo.io, AvomaFive alternatives
Coefficient, HubSpot Sales Hub, Nimitai, Pipedrive, ScratchpadThree alternatives
Avoma, HubSpot Sales Hub, Nektar.aiPerplexity SonarAvomaagainst: Clari Copilot, Gong Revenue Intelligence PlatformPipedriveChangedAvomaagainst: Clari CopilotHubSpot Sales Hubagainst: Clari Copilot, Gong Revenue Intelligence Platformno first choiceagainst: Clari Copilot, Gong Revenue Intelligence Platform, Outreach, Salesloft
Two alternatives
Grain, OptifaiTwo alternatives
HubSpot Sales Hub, SalesflareFive alternatives
Gong Revenue Intelligence Platform, HubSpot Sales Hub, Oliv, Revenue.io, SalesloftOne alternative
AvomaGrok 4.20HubSpot Sales Hubagainst: 6sense, Clari Copilot, Gong Revenue Intelligence PlatformPipedriveChangedGrain, tl;dvagainst: Clari Copilot, Gong Revenue Intelligence PlatformHubSpot Sales Hubagainst: Clari Copilot, Gong Revenue Intelligence PlatformAvoma, Optifaiagainst: Clari Copilot, Gong Revenue Intelligence Platformagainst: Clari Copilot, Gong Revenue Intelligence Platform, Salesforce Revenue Cloud, Salesforce Revenue Intelligence
Four alternatives
Avoma, Pipedrive, Revenue Grid, SalesmotionThree alternatives
Freshsales, HubSpot Sales Hub, Zoho CRMTwo alternatives
Avoma, HubSpot Sales HubThree alternatives
Fairview, Grain, PipedriveOne alternative
HubSpot Sales HubMistral SmallOptifaiHubSpot Sales Hub, PipedriveChangedagainst: Clari CopilotOlivagainst: Clari Copilot, Gong Revenue Intelligence Platform, People.aiAvomaagainst: Clari Copilot, Gong Revenue Intelligence PlatformAvoma, Optifaiagainst: Gong Revenue Intelligence Platformagainst: Avoma, Clari Copilot, Gong Revenue Intelligence Platform, Outreach, Revenue Grid, Terret
Six alternatives
Avoma, Clari Copilot, Grain, Revenue Grid, Salesloft, tl;dvTwo alternatives
Zoho CRM, monday CRMSeven alternatives
Avoma, BoostUp, Chorus by ZoomInfo, HubSpot Sales Hub, Revenue Grid, Revenue.io, SalesloftThree alternatives
Oliv, Revenue Grid, SalesmotionThree alternatives
Clari Copilot, Oliv, Revenue GridDeepSeek V4 FlashAvoma, HubSpot Sales Hubagainst: 6sense, Clari Copilot, Gong Revenue Intelligence Platform, Salesforce EinsteinPipedriveChangedagainst: Aviso, BoostUp, Clari Copilot, Gong Revenue Intelligence PlatformAvomaagainst: 6sense, Clari Copilot, Gong Revenue Intelligence PlatformAvoma, Forecastioagainst: 6sense, Clari Copilot, Gong Revenue Intelligence Platform, Salesforce Sales CloudForecastio, HubSpot Sales Hubagainst: Clari Copilot, Gong Revenue Intelligence Platformagainst: Chorus by ZoomInfo, Clari Copilot, Gong Revenue Intelligence Platform, Outreach, Revenue Grid, Salesloft
Five alternatives
Forecastio, Grain, Revenue Grid, Terret, tl;dvThree alternatives
HubSpot Sales Hub, Salesflare, Zoho CRMFive alternatives
Fireflies.ai, Grain, HubSpot Sales Hub, Revenue Grid, SalesmotionThree alternatives
Fairview, Kylas, OptifaiFour alternatives
Avoma, Oliv, Revenue Grid, TerretLlama 4 Maverickno first choicePipedriveChangedOlivHubSpot Sales Hubno first choiceagainst: Clari Copilot, Gong Revenue Intelligence Platform
Three alternatives
Clari Copilot, Forecastio, HubSpot Sales HubTwo alternatives
Apollo.io, Revenue.ioFour alternatives
Claap, Grain, Optifai, tl;dvQwen 3.7 FlashHubSpot Sales Hubagainst: Clari Copilot, Gong Revenue Intelligence PlatformPipedriveChangedOlivagainst: Gong Revenue Intelligence PlatformHubSpot Sales Hubagainst: Clari Copilot, Gong Revenue Intelligence PlatformBoostUp, Ricaviagainst: Clari Copilot, Gong Revenue Intelligence Platformagainst: Clari Copilot, Gong Revenue Intelligence Platform, People.ai, Salesforce Revenue Intelligence
Four alternatives
Jiminny, Revenue.io, Tellius, TerretTwo alternatives
Salesflare, Zoho CRMThree alternatives
Avoma, HubSpot Sales Hub, Revenue GridThree alternatives
GoHighLevel, Kixie, Zoho CRMOne alternative
ForecastioKimi K2Avomaagainst: Clari Copilot, Gong Revenue Intelligence Platform, People.aiPipedriveChangedAvomaagainst: Clari Copilot, Gong Revenue Intelligence PlatformOptifaiagainst: Clari Copilot, Gong Revenue Intelligence Platform, People.aiAvoma, Revenue Gridagainst: 6sense, Clari Copilot, Gong Revenue Intelligence Platformagainst: 6sense, Chorus by ZoomInfo, Clari Copilot, Gong Revenue Intelligence Platform, People.ai
Three alternatives
Grain, Oliv, Revenue GridTwo alternatives
HubSpot Sales Hub, Zoho CRMFive alternatives
Fireflies.ai, HubSpot Sales Hub, Oliv, Revenue Grid, tl;dvSix alternatives
ChartMogul, Fathom, Forecastio, Grain, LivePlan, ProfitWell MetricsGLM 4.7 FlashXAvomaagainst: Clari Copilot, Gong Revenue Intelligence PlatformPipedriveChangedHubSpot Sales Hubagainst: Clari Copilot, Gong Revenue Intelligence PlatformOptifaiClari Copilotagainst: Chorus by ZoomInfoagainst: Clari Copilot, Gong Revenue Intelligence Platform
Four alternatives
Grain, Optifai, Salesmotion, tl;dvFour alternatives
Freshsales, HubSpot Sales Hub, Zoho CRM, monday CRMSix alternatives
Apollo.io, Fireflies.ai, Lavender, Otter.ai, People.ai, Salesforce Revenue IntelligenceThree alternatives
Avoma, Forecastio, GrainTwo alternatives
Gong Revenue Intelligence Platform, Revenue GridMiniMax M2.5Gong Revenue Intelligence Platform, HubSpot Sales HubPipedriveChangedAvoma, Grainagainst: 6sense, Clari Copilot, Gong Revenue Intelligence PlatformAvomaagainst: 6sense, Clari Copilot, Gong Revenue Intelligence PlatformAvoma, HubSpot Sales Hubagainst: Clari Copilot, Gong Revenue Intelligence Platformnothing named
Three alternatives
Clari Copilot, Forecast, ZoomInfoThree alternatives
Forecastio, Freshsales, HubSpot CRMFour alternatives
HubSpot Sales Hub, Optifai, Revenue Grid, Salesforce Revenue IntelligenceFive alternatives
HubSpot Sales Hub, Revenue Grid, Salesmotion, Scratchpad, SybillBold 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.
Seventy-two 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 | 2026-09-15 02:34 | yes | 16 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:06 | yes | 4 | 8 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:02 | yes | 20 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 03:06 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:30 | yes | 0 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:16 | yes | 0 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:19 | yes | 0 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:31 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:18 | yes | 0 | 49 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:21 | yes | 0 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:16 | yes | 0 | 22 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:50 | yes | 0 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:12 | yes | 8 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:33 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 05:01 | yes | 10 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 01:02 | yes | 20 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:52 | yes | 0 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:13 | yes | 0 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:17 | yes | 0 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:03 | yes | 0 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:28 | yes | 0 | 25 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:37 | yes | 0 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:25 | yes | 0 | 53 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:40 | yes | 0 | 11 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:02 | yes | 8 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:53 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:30 | yes | 17 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 02:26 | yes | 20 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 02:16 | yes | 0 | 19 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:45 | yes | 0 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 00:40 | yes | 0 | 20 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:20 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:35 | yes | 0 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:50 | yes | 0 | 44 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:25 | yes | 0 | 46 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 05:01 | yes | 0 | 16 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:24 | yes | 8 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:30 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:01 | yes | 29 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-14 23:21 | yes | 20 | 6 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 03:43 | yes | 0 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:56 | yes | 0 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-14 23:52 | yes | 0 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:24 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:21 | no | 0 | 36 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:28 | yes | 0 | 27 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:49 | yes | 0 | 68 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:39 | yes | 0 | 27 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:09 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:24 | yes | 5 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 05:04 | yes | 10 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 04:43 | yes | 20 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 23:32 | yes | 0 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:58 | yes | 0 | 11 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:05 | yes | 0 | 69 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:19 | yes | 0 | 1 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:09 | yes | 0 | 38 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:05 | yes | 0 | 45 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:26 | yes | 0 | 52 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:00 | yes | 0 | 16 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:01 | yes | 14 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:47 | no | 0 | 3 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:03 | yes | 12 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 04:04 | yes | 20 | 8 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 01:44 | yes | 0 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:13 | yes | 0 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:16 | yes | 0 | 25 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:33 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:22 | yes | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:48 | yes | 0 | 38 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:33 | yes | 0 | 66 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:59 | yes | 0 | 14 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Gong read as Gong Revenue Intelligence Platform
HubSpot read as HubSpot Sales Hub
HubSpot forecasting read as HubSpot Sales Hub
HubSpot's native forecasting read as HubSpot Sales Hub
Salesforce read as Salesforce Revenue Intelligence
Salesforce Sales Cloud Forecasting read as Salesforce Sales Cloud
Zoho read as Zoho CRM
Unresolved, counted raw
Avoma RI Add-on
Forecast
Kylas
Nektar.ai
OnPlan
PlanGuru
Sales Cloud Einstein / Revenue Intelligence
Salesforce's Einstein forecasting
Superjoin
Upmetrics
Discontinued, still offered
No shut-down product was recommended here.