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. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
20%
Contested · Clari Copilot 18%
20Avoma18Clari Copilot16HubSpot Sales Hub45others
20% 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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
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 head
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
03G04
05
06
07
08
09
10
11
12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Avoma20%
Avoma20%02Clari Copilot18%
Clari Copilot18%03HubSpot Sales Hub16%
HubSpot Sales Hub16%04Gong Revenue Intelligence Platform9%
05BoostUp7%
BoostUp7%06Pipedrive4%
Pipedrive4%07Revenue Grid2%
Revenue Grid2%08Salesloft2%
Salesloft2%09Revenue.io2%
Revenue.io2%10Salesforce Revenue Intelligence2%
Salesforce Revenue Intelligence2%11Aviso0%
Aviso0%12Chorus by ZoomInfo0%
Chorus by ZoomInfo0%13People.ai0%
People.ai0%What they warned about
Three of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, Llama 4 Maverick, 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 Copilot35%
22 of 62 labels negative · 11 of 12 models · 4 hard negative
“Platforms to *Avoid* on a Limited Budget ... Clari \u2014 $100\u2013$200/user/month + $10K\u2013$75K implementation fees” DeepSeek V4 Flash, budget prompt
Gong Revenue Intelligence Platform
31%
17 of 55 labels negative · 10 of 12 models · 3 hard negative
“Avoid: Enterprise platforms (Gong, Clari) unless you have 100+ reps and dedicated RevOps” Mistral Small, direct prompt
Chorus by ZoomInfo33%
6 of 18 labels negative · 6 of 12 models · 1 hard negative
“Avoid as a standalone; be cautious of transcription limits.” Gemini 3.5 Flash, negative prompt
People.ai33%
6 of 18 labels negative · 6 of 12 models · 1 hard negative
“Avoid if you are a small or non-enterprise team... Avoid it if your sales team is under 20 reps” Gemini 3.5 Flash, 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. 296 links across 117 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 · Oliv13 answers · 21 citations · 3 models
12 answers · 15 citations · 3 models
vendor site · Salesmotion10 answers · 10 citations · 3 models
vendor site · Forecastio8 answers · 13 citations · 3 models
vendor site · ZoomInfo7 answers · 10 citations · 2 models
vendor site · Demandbase7 answers · 8 citations · 2 models
vendor site · Zapier6 answers · 6 citations · 2 models
vendor site · MarketsandMarkets5 answers · 7 citations · 3 models
vendor site · MarketBetter5 answers · 5 citations · 2 models
vendor site · Tellius5 answers · 5 citations · 3 models
4 answers · 7 citations · 2 models
vendor site · Clari4 answers · 5 citations · 1 model
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.
11 answers · 3 models
10 answers · 3 models
8 answers · 3 models
7 answers · 2 models
6 answers · 3 models
5 answers · 3 models
5 answers · 2 models
4 answers · 2 models
4 answers · 3 models
4 answers · 2 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 |
|---|---|---|---|---|---|---|---|---|
| Avoma avoma.com | 20% | 266 | 3,600 | 31 | 19,141 | 27 | ||
| Clari clari.com Clari Copilot 18% | 18% | 260 | 1,000 | 6 | 444,225 company | |||
| HubSpot parent site HubSpot Sales Hub 16% | 16% | 687 | 368,000 | 9,776 | ||||
| Gong Revenue Intelligence Platform gong.io | 9% | 174 | 52,787 | $1,556 | 120 | 8 | ||
| BoostUp boostup.ai | 7% | 24 | 1,000 | 11 | 76 | |||
| Pipedrive pipedrive.com | 4% | 360 | 49,500 | 598 | 418,149 | $55 | 97 | |
| Forecastio forecastio.ai | 4% | 18 | 90 | 0 | 3,965 | 2 | ||
| Terret terret.ai | 4% | 17 | ||||||
| Fairview getfairview.com | 4% | 5 | 90,500 | 10,961 | 9 | |||
| Revenue.io revenue.io Revenue Grid 2%, Revenue.io 2% | 4% | 43 | 390 | 14 | 16,889 | 2 |
Google's top ten for the two searches hold 17 sites; 5 of them are among the sites the models cited here (forecastio.ai, getmaxiq.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 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 4.5Clari CopilotForecastioChangedno first choiceAvoma, Revenue Gridno first choiceagainst: Clari Copilot, Gong Revenue Intelligence Platform, People.ai
Four alternatives
BoostUp, Gong Revenue Intelligence Platform, HubSpot Sales Hub, Revenue GridFour alternatives
Gong Revenue Intelligence Platform, HubSpot Sales Hub, Pipedrive, WeflowFour alternatives
Apollo.io, BoostUp, Forecastio, Salesforce Revenue IntelligenceGPT-5.4 miniClari Copilotagainst: InsightSquaredClari CopilotHeldClari Copilot, Gong Revenue Intelligence PlatformHubSpot Sales Hub, Salesforce Revenue Intelligenceagainst: Clari Copilot, Gong Revenue Intelligence Platformno first choiceagainst: Collective[i] / Intelligence.com, Mine, SalesIntel, ZoomInfo
Two alternatives
BoostUp, Gong Revenue Intelligence PlatformOne alternative
Salesforce Revenue IntelligenceOne alternative
Salesforce Revenue IntelligenceOne alternative
Revenue GridGemini 3.5 FlashGong Revenue Intelligence PlatformEbsta, Gong Revenue Intelligence PlatformChangedagainst: Clari Copilot, Salesforce Revenue CloudClari Copilot, Gong Revenue Intelligence Platform, SalesloftAvoma, Forecastioagainst: Clari Copilot, Gong Revenue Intelligence Platformno first choiceagainst: Chorus by ZoomInfo, Clari Copilot, Gong Revenue Intelligence Platform, People.ai, Salesforce Revenue Intelligence / CRM Analytics
Five alternatives
Avoma, Clari Copilot, HubSpot Sales Hub, Oliv, TerretTwo alternatives
Discern, ForecastioThree alternatives
Backstory \u2013 formerly People.ai, Oliv, Revenue.ioFour alternatives
Apollo.io, HubSpot Sales Hub, Nimitai, Salesforce Einstein / AgentforcePerplexity SonarAvomaBoostUp, HubSpot Sales HubChangedagainst: Clari Copilotno first choiceAvomaagainst: Clari Copilot, Gong Revenue Intelligence Platformno first choicenothing named
Four alternatives
6sense, Clari Copilot, Gong Revenue Intelligence Platform, ZoomInfoOne alternative
PipedriveFour alternatives
Grain, HubSpot Sales Hub, Revenue.io, tl;dvGrok 4.20Gong Revenue Intelligence PlatformHubSpot Sales HubChangedClari Copilot, Gong Revenue Intelligence PlatformHubSpot Sales Hubagainst: Clari Copilot, Gong Revenue Intelligence PlatformClari Copilot, Gong Revenue Intelligence Platformagainst: Clari Copilot, Gong Revenue Intelligence Platform, Outreach, Salesloft
Four alternatives
Avoma, Clari Copilot, HubSpot Sales Hub, Revenue GridThree alternatives
BoostUp, Pipedrive, Salesforce Sales CloudFive alternatives
Chorus by ZoomInfo, People.ai, Revenue Grid, Revenue.io, Salesforce Revenue IntelligenceFour alternatives
Avoma, Claap, Grain, tl;dvTwo alternatives
People.ai, Revenue GridMistral SmallAvomaagainst: Clari Copilot, Gong Revenue Intelligence PlatformHubSpot Sales Hub, PipedriveChangedClari Copilot, Gong Revenue Intelligence PlatformAvomano first choiceagainst: Chorus by ZoomInfo, Clari Copilot, Gong Revenue Intelligence Platform, People.ai, tl;dv
Four alternatives
BoostUp, Oliv, Revenue Grid, SalesloftFour alternatives
Avoma, Clari Copilot, Gong Revenue Intelligence Platform, Revenue GridSeven alternatives
6sense, Avoma, Oliv, Revenue Grid, Revenue.io, Salesloft, SalesmotionFour alternatives
Grain, Oliv, Revenue Grid, tl;dvSix alternatives
Chorus by ZoomInfo, Clari Copilot, Gong Revenue Intelligence Platform, HubSpot Sales Hub, InsightSquared, Salesforce Revenue IntelligenceDeepSeek V4 FlashBoostUpagainst: Clari CopilotBoostUpHeldClari Copilot, Gong Revenue Intelligence Platformagainst: 6senseFairviewagainst: Anaplan, Aviso, Clari Copilot, Gong Revenue Intelligence Platform, PigmentFairviewagainst: Chorus by ZoomInfo, Clari Copilot, CustomerGauge, Gong Revenue Intelligence Platform, Outreach, People.ai, Recapped.io, Revenue Grid, Salesforce Revenue Intelligence, Salesloft
Three alternatives
Avoma, Gong Revenue Intelligence Platform, HubSpot Sales HubFour alternatives
Clari Copilot, Forecastio, Gong Revenue Intelligence Platform, Revenue GridSeven alternatives
Avoma, Chorus by ZoomInfo, Outreach, Revenue Grid, Revenue.io, Salesloft, ZoomInfoThree alternatives
HubSpot Sales Hub, Optifai, Zoho CRMOne alternative
HubSpot Sales HubLlama 4 MaverickTerretClari Copilot, HubSpot Sales Hub, PipedriveChangedno first choiceHubSpot Sales Hub, Revenue.io, SalesloftClari Copilot, Gong Revenue Intelligence Platformnothing named
Three alternatives
HubSpot Sales Hub, InsightSquared, ZoomInfo GTM WorkspaceFive alternatives
Aviso, Avoma, Revenue Grid, Salesforce Revenue Intelligence, SalesloftQwen 3.7 FlashClari CopilotClari CopilotHeldClari Copilot, Gong Revenue Intelligence Platformagainst: Salesforce Einstein / AgentforceAvomaClari Copilotagainst: Chorus by ZoomInfo, Clari Copilot, Gong Revenue Intelligence Platform, Highspot, MaxIQ, Revenue.io, Seismic
Three alternatives
Einstein Copilot / EPM, Gong Revenue Intelligence Platform, ZuunaTwo alternatives
Aviso, PipedriveThree alternatives
Oliv, Revenue Grid, SalesloftThree alternatives
Clari Copilot, HubSpot Sales Hub, PipedriveThree alternatives
Chorus by ZoomInfo, Exec Vision, Gong Revenue Intelligence PlatformKimi K2Avomaagainst: Clari Copilot, Gong Revenue Intelligence PlatformBoostUpChangedagainst: Aviso, Clari Copilot, Gong ForecastClari Copilot, Gong Revenue Intelligence PlatformApollo.io, HubSpot Sales Hubagainst: Clari Copilot, Fireflies.ai, Gong Revenue Intelligence Platformno first choiceagainst: Chorus by ZoomInfo, Clari Copilot, Gong Revenue Intelligence Platform, Outreach, People.ai, Revenue.io, Salesloft
Three alternatives
BoostUp, Revenue Grid, Revenue.ioThree alternatives
Forecastio, InsightSquared, Outreach CommitFour alternatives
Aviso, People.ai, Revenue Grid, Revenue.ioThree alternatives
Avoma, MaxIQ, PipedriveGLM 4.7 FlashXAvomaClari CopilotChangedClari Copilot, Gong Revenue Intelligence PlatformAvomaagainst: Clari Copilot, Gong Revenue Intelligence Platformno first choiceagainst: Chorus by ZoomInfo, Clari Copilot, Gong Revenue Intelligence Platform, People.ai, Revenue Grid
Five alternatives
Clari Copilot, Gong Revenue Intelligence Platform, HubSpot Sales Hub, Revenue Grid, SalesloftFour alternatives
BoostUp, Forecast.io, Pipedrive, Salesforce EinsteinNine alternatives
6sense, Apollo.io, Avoma, Chorus AI, Outreach, People.ai, Revenue Grid, Salesforce Einstein / Agentforce, SalesloftFive alternatives
Grain, HubSpot Sales Hub, Optifai, Sybill, tl;dvMiniMax M2.5Avoma, TerretHubSpot Sales HubChangedClari Copilot, Gong Revenue Intelligence PlatformGrain, Optifaino first choiceagainst: Clari Copilot
Three alternatives
Clari Copilot, Gong Revenue Intelligence Platform, HubSpot Sales HubTwo alternatives
Gong Revenue Intelligence Platform, PipedriveFour alternatives
6sense, Avoma, Revenue Grid, SalesmotionFive alternatives
Avoma, Claap, Jirav, Pipedrive, tl;dvBold 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 02:32 | yes | 8 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 05:02 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:25 | yes | 14 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 02:13 | yes | 20 | 6 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 04:53 | yes | 0 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:02 | yes | 0 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 01:02 | yes | 0 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:23 | yes | 0 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:53 | no | 0 | 38 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:27 | yes | 0 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:00 | yes | 0 | 155 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:58 | yes | 0 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:53 | yes | 7 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:15 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:32 | yes | 21 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-14 23:25 | yes | 20 | 6 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 01:00 | yes | 0 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:42 | yes | 0 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 01:28 | yes | 0 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:48 | yes | 0 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:58 | yes | 0 | 23 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:34 | yes | 0 | 34 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:25 | yes | 0 | 69 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:52 | yes | 0 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:38 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:17 | yes | 4 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:08 | yes | 26 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 04:21 | yes | 20 | 8 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 00:11 | yes | 0 | 6 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:56 | yes | 0 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:44 | yes | 0 | 47 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:38 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:09 | yes | 0 | 39 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:20 | yes | 0 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:05 | yes | 0 | 61 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:38 | yes | 0 | 13 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:15 | yes | 9 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:31 | yes | 5 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:41 | yes | 18 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 03:35 | yes | 20 | 5 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 00:11 | yes | 0 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:36 | yes | 0 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:25 | yes | 0 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:29 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:44 | no | 0 | 34 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:25 | yes | 0 | 30 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:03 | yes | 0 | 37 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:18 | yes | 0 | 10 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:06 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:42 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:23 | yes | 10 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 03:19 | yes | 19 | 6 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) | 2026-09-15 03:51 | yes | 0 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:24 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 00:01 | yes | 0 | 23 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:18 | yes | 0 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:17 | no | 0 | 41 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:50 | yes | 0 | 36 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:07 | yes | 0 | 148 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 22:58 | yes | 0 | 12 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:22 | yes | 15 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:39 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:11 | yes | 20 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 01:50 | yes | 20 | 7 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) | 2026-09-14 23:49 | yes | 0 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:48 | yes | 0 | 15 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:52 | yes | 0 | 64 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:51 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:12 | yes | 0 | 42 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:12 | yes | 0 | 54 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:02 | yes | 0 | 137 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 22:58 | yes | 0 | 15 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 (Sales Hub Professional) read as HubSpot Sales Hub
HubSpot Forecasting read as HubSpot Sales Hub
Salesforce read as Salesforce Revenue Intelligence
Salesforce Einstein / Revenue Intelligence read as Salesforce Revenue Intelligence
Unresolved, counted raw
Avature
Backstory \u2013 formerly People.ai
BoostUp AI
Chorus AI (by ZoomInfo)
Collective[i] / Intelligence.com
Discern
Einstein Copilot / EPM
Exec Vision
Forecast.io
Jirav
Mine
Outreach Commit
Zuuna
Discontinued, still offered
No shut-down product was recommended here.