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. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
26%
Contested · Avoma 25%
26HubSpot Sales Hub25Avoma25Pipedrive25others
26% of first choices, contested.
Since October 2026▼−4Since October 2026: 30% → 26%, −4 points. Inside the 11-point floor: within noise.HubSpot Sales Hub held the lead, −4 points on 30%, 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 Hub26%Contested▼−4Since October 2026: 30% → 26%, −4 points. Inside the 11-point floor: within noise.This pageMid-market
Clari Copilot24%Contested▼−4Since October 2026: 28% → 24%, −4 points. Inside the 11-point floor: within noise.Standing →EnterpriseClari Copilot50%Clear leader▼−16Since October 2026: 66% → 50%, −16 points. Past the 11-point floor: movement.Standing →
HubSpot Sales Hub26%Contested▼−4Since October 2026: 30% → 26%, −4 points. Inside the 11-point floor: within noise.This pageMid-marketClari Copilot24%Contested▼−4Since October 2026: 28% → 24%, −4 points. Inside the 11-point floor: within noise.Standing →EnterpriseClari Copilot50%Clear leader▼−16Since October 2026: 66% → 50%, −16 points. Past the 11-point floor: movement.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 October 2026
01HubSpot Sales Hub26%2%46accepted challenger▼−4Since October 2026: 30% → 26%, −4 points. Inside the 11-point floor: within noise.30% → 26%
HubSpot Sales Hub26%2%46accepted challenger▼−4Since October 2026: 30% → 26%, −4 points. Inside the 11-point floor: within noise.30% → 26%02
Avoma25%0%50accepted challenger▲+12Since October 2026: 13% → 25%, +12 points. Past the 11-point floor: movement.13% → 25%
Avoma25%0%50accepted challenger▲+12Since October 2026: 13% → 25%, +12 points. Past the 11-point floor: movement.13% → 25%03
Pipedrive25%0%32accepted challenger▼−1Since October 2026: 26% → 25%, −1 point. Inside the 11-point floor: within noise.26% → 25%
Pipedrive25%0%32accepted challenger▼−1Since October 2026: 26% → 25%, −1 point. Inside the 11-point floor: within noise.26% → 25%04
Optifai2%0%14accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%
Optifai2%0%14accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%05
Weflow2%7%15accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Weflow2%7%15accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%06Gong Revenue Intelligence Platform2%72%58criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
07Clari Copilot2%78%58criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Clari Copilot2%78%58criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the six products at 0%, ordered by negative rate
13
Salesforce Revenue Intelligence0%60%30criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Salesforce Revenue Intelligence0%60%30criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
People.ai0%59%17criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
People.ai0%59%17criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%11
Salesloft0%40%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Salesloft0%40%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Grain0%0%18accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Grain0%0%18accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Claap0%0%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Claap0%0%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
tl;dv0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
tl;dv0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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.
For buyers
Head to head
Clari Copilot vs HubSpot Sales HubClari Copilot vs AvomaClari Copilot vs Gong Revenue Intelligence Platform
Head-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
Clari Copilot vs AvisoClari Copilot vs WeflowClari Copilot vs PipedriveClari Copilot vs Revenue GridHubSpot Sales Hub vs AvomaHubSpot Sales Hub vs Gong Revenue Intelligence PlatformHubSpot Sales Hub vs AvisoHubSpot Sales Hub vs WeflowHubSpot Sales Hub vs PipedriveHubSpot Sales Hub vs Revenue GridAvoma vs Gong Revenue Intelligence PlatformAvoma vs AvisoAvoma vs WeflowAvoma vs PipedriveAvoma vs Revenue GridGong Revenue Intelligence Platform vs AvisoGong Revenue Intelligence Platform vs WeflowGong Revenue Intelligence Platform vs PipedriveGong Revenue Intelligence Platform vs Revenue GridAviso vs WeflowAviso vs PipedriveAviso vs Revenue GridWeflow vs PipedriveWeflow vs Revenue GridPipedrive vs Revenue Grid
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 →
0102030405G06
07080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01HubSpot Sales Hub26%
HubSpot Sales Hub26%02Avoma25%
Avoma25%03Pipedrive25%
Pipedrive25%04Optifai2%
Optifai2%05Weflow2%
Weflow2%06Gong Revenue Intelligence Platform2%
07Clari Copilot2%
Clari Copilot2%08Grain0%
Grain0%09Claap0%
Claap0%10tl;dv0%
tl;dv0%11Salesloft0%
Salesloft0%12People.ai0%
People.ai0%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 4.20, 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 Copilot78%
45 of 58 labels negative · 14 of 14 models · 12 hard negative
“dedicated enterprise revenue intelligence platforms (like Clari, Gong, or Salesforce Revenue Intelligence at $100+/user/month) are likely overkill and too expensive” Kimi K2, budget prompt
Gong Revenue Intelligence Platform
72%
42 of 58 labels negative · 14 of 14 models · 11 hard negative
“Avoid starting with Clari or Gong unless the company already has clean CRM data... generally more expensive and complex for a small company.” Perplexity Sonar, direct prompt
Salesforce Revenue Intelligence60%
18 of 30 labels negative · 9 of 14 models · 7 hard negative
“the consensus is to start with published-price, fast-onboard conversation / meeting intelligence rather than full revenue intelligence suites like Gong, Clari, Salesforce Revenue Intelligence” Muse Glimmer 30B, negative prompt
People.ai59%
10 of 17 labels negative · 8 of 14 models · 3 hard negative
“Why to avoid: People.ai focuses on enterprise activity matching and automated CRM data capture for massive, complex B2B accounts.” Gemini 3.5 Flash, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
75 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. 859 links across 204 sites, every framing counted. Ranked by the number of answers carrying the site or page. 17 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Avoma43 answers · 55 citations · 13 models
32 answers · 34 citations · 10 models
vendor site · Zapier32 answers · 34 citations · 11 models
20 answers · 24 citations · 10 models
vendor site · MarketBetter19 answers · 22 citations · 9 models
vendor site · Common Room19 answers · 19 citations · 10 models
vendor site · Outreach18 answers · 23 citations · 9 models
17 answers · 17 citations · 9 models
vendor site · Claap16 answers · 22 citations · 8 models
16 answers · 17 citations · 9 models
vendor site · Oliv15 answers · 28 citations · 10 models
15 answers · 15 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.
32 answers · 10 models
28 answers · 11 models
21 answers · 9 models
17 answers · 9 models
17 answers · 9 models
16 answers · 8 models
15 answers · 8 models
13 answers · 10 models
13 answers · 9 models
12 answers · 7 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 |
|---|---|---|---|---|---|---|---|
| HubSpot parent site HubSpot Sales Hub 26%, HubSpot CRM 4% | 30% | 687 | 368,000 | 9,776 | |||
| Avoma avoma.com | 25% | 266 | 3,600 | 31 | 19,141 | 27 | |
| Pipedrive pipedrive.com | 25% | 360 | 49,500 | 598 | 418,149 | $55 | 97 |
| Zoho parent site Zoho CRM 4%, Zoho Analytics 0% | 4% | 331 | 49,500 | 660 | |||
| Optifai optif.ai | 2% | 17 | 90,500 | 0 | 141 | ||
| Weflow weflow.ai | 2% | 31 | |||||
| Freshsales freshworks.com | 2% | 138 | 1,600 | 38 | 111,586 | $14,486 | 113 |
| Revenue Grid revenue.io | 2% | 39 | 390 | 14 | 16,889 | 2 | |
| Fairview getfairview.com | 2% | 5 | 90,500 | 10,961 | 9 | ||
| Horizen AI | 2% |
Google's top ten for the two searches hold 17 sites; 3 of them are among the sites the models cited here (getmaxiq.com, oliv.ai, 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 HubPipedriveChangedSybillPipedriveno first choiceagainst: Clari Copilot, Gong Revenue Intelligence Platform, People.ai
Three alternatives
Avoma, Forecastio, PipedriveTwo alternatives
Forecastio, SalesflareFour alternatives
Apollo.io, Avoma, HubSpot Sales Hub, OlivTwo alternatives
Avoma, BrevoGPT-5.4 minino first choiceagainst: Clari CopilotHubSpot Sales Hub with its Forecasting featureChangedagainst: Salesforce Forecastingno first choiceHubSpot Sales Hubagainst: Clari Copilotno first choiceagainst: Gong Revenue Intelligence Platform, Salesforce Revenue Intelligence, Salesloft, ZoomInfo
Five alternatives
Apollo.io, MaxIQ, Revenue Grid, Salesloft, SubstrataOne alternative
PipedriveFive alternatives
Chorus by ZoomInfo, Clari Copilot, Gong Revenue Intelligence Platform, HubSpot Sales Hub, Revenue GridOne alternative
BoostUpGemini 3.5 FlashHubSpot Sales Hubagainst: Clari Copilot, Salesforce Revenue IntelligencePipedriveChangedagainst: Clari Copilot, Gong Revenue Intelligence PlatformAvomaagainst: Clari Copilot, Gong Revenue Intelligence PlatformAvomaagainst: Clari Copilot, Gong Revenue Intelligence Platformno first choiceagainst: Clari Copilot, Gong Revenue Intelligence Platformagainst: Clari Copilot, Gong Revenue Intelligence Platform, Mediafly, People.ai, Salesforce Revenue Intelligence
Five alternatives
Avoma, Forecastio, Gong Revenue Intelligence Platform, Sybill, WeflowThree alternatives
Close, HubSpot Sales Hub, Zoho CRMFive alternatives
Fathom, Fireflies.ai, HubSpot Sales Hub, Sybill, WeflowSix alternatives
Fathom, Fireflies.ai, HubSpot Sales Hub, Oliv, Pipedrive, ScratchpadSix alternatives
Avoma, Chorus by ZoomInfo, HubSpot Sales Hub, Momentum, Salesforce Revenue Intelligence, SybillPerplexity SonarHubSpot Sales Hubagainst: Clari Copilot, Gong Revenue Intelligence PlatformPipedriveChangedagainst: Clari Copilot, Gong Revenue Intelligence Platform, Salesforce Revenue IntelligenceAvoma, HubSpot Sales Hubagainst: Clari Copilot, Salesforce Revenue IntelligenceHubSpot Sales Hubagainst: Clari Copilot, Gong Revenue Intelligence Platform, Salesforce Revenue Intelligenceno first choiceagainst: 6sense, Airspeed, Clari Copilot, Demandbase, Gong Revenue Intelligence Platform, People.ai, Salesforce Revenue Intelligence, ZoomInfo with Chorus
Three alternatives
Avoma, Pipedrive, WeflowThree alternatives
Forecastio, HubSpot Sales Hub, Zoho CRMTwo alternatives
Gong Revenue Intelligence Platform, SalesloftOne alternative
AvomaGrok 4.20HubSpot Sales Hubagainst: Aviso, Clari Copilot, Gong Revenue Intelligence Platform, Salesforce Revenue IntelligencePipedriveChangedAvoma, HubSpot Sales Hubagainst: Clari Copilot, Gong Revenue Intelligence Platform, People.ai, Salesforce Revenue IntelligenceHubSpot Sales Hubagainst: Clari Copilot, Forecastio, Gong Revenue Intelligence Platform, Salesforce Revenue IntelligenceAvomaagainst: Clari Copilotagainst: Aviso, Clari Copilot, Gong Revenue Intelligence Platform, People.ai, Salesforce Revenue Intelligence, Terret
Three alternatives
Aleph, Avoma, CubeFour alternatives
Freshsales, HubSpot CRM, Zoho Analytics, monday CRMFour alternatives
Claap, Fireflies.ai, Grain, tl;dvFive alternatives
Freshsales, Google Sheets or Excel with Add-ons, Jirav, LivePlan, Zoho AnalyticsTwo alternatives
Gong Revenue Intelligence Platform, Salesforce Revenue IntelligenceMistral SmallAvomaHubSpot CRM, PipedriveChangedno first choiceAvoma, Fairviewno first choiceagainst: Clari Copilot, Gong Revenue Intelligence Platform, People.ai
Three alternatives
Fairview, HubSpot Sales Hub, OptifaiFive alternatives
Avoma, Clari Copilot, Gong Revenue Intelligence Platform, Optifai, People.aiTwo alternatives
Forecastio, HubSpot Sales HubDeepSeek V4 FlashAvomaagainst: Clari Copilot, Gong Revenue Intelligence Platform, OutreachPipedriveChangedAvomaagainst: Clari Copilot, Gong Revenue Intelligence PlatformHubSpot Sales Hubagainst: Clari Copilot, Gong Revenue Intelligence Platform, Salesforce Sales CloudAvoma, Weflowagainst: Aviso, Clari Copilot, Gong Revenue Intelligence Platformagainst: Chorus by ZoomInfo, Clari Copilot, Cube, Gong Revenue Intelligence Platform, Salesforce Einstein, Tableau
Four alternatives
BoostUp, HubSpot Sales Hub, Pipedrive, Salesforce Revenue IntelligenceThree alternatives
Freshsales, HubSpot CRM, HubSpot Sales HubFour alternatives
Airspeed, Claap, HubSpot Sales Hub, JiminnyFour alternatives
Mosaic, Optifai, Pipedrive, WeflowTwo alternatives
Forecastio, PipedriveLlama 4 MaverickOptifaiPipedriveChangedno first choiceAvomaAvomaagainst: Clari Copilotagainst: Clari Copilot, Gong Revenue Intelligence Platform
Three alternatives
Aleph, Avoma, FairviewThree alternatives
Aviso, Clari Copilot, OutreachTwo alternatives
Aleph, WeflowQwen 3.7 FlashHubSpot Sales HubPipedriveChangedagainst: Salesforce Sales CloudOlivagainst: Clari Copilot, Gong Revenue Intelligence PlatformAvomaagainst: Clari Copilot, Gong Revenue Intelligence PlatformHorizen AIagainst: Gong Revenue Intelligence Platformagainst: 6sense, Clari Copilot, Gong Revenue Intelligence Platform, People.ai, Salesforce Revenue Intelligence
Three alternatives
Airspeed, Avoma, PipedriveTwo alternatives
HubSpot CRM, Zoho CRMTwo alternatives
Airspeed, AvomaThree alternatives
Fairview, Grain, HubSpot Sales HubOne alternative
Clari CopilotKimi K2HubSpot Sales Hubagainst: Clari Copilot, Gong Revenue Intelligence Platform, Salesforce Revenue IntelligencePipedriveChangedAvoma, Olivagainst: Clari Copilot, Gong Revenue Intelligence PlatformFreshsales, HubSpot CRMagainst: Aviso, Clari Copilot, Gong Revenue Intelligence Platform, Salesforce Revenue Intelligence, WeflowAvomaagainst: Clari Copilot, Gong Revenue Intelligence Platform, People.aiagainst: Chorus by ZoomInfo, Clari Copilot, Gong Revenue Intelligence Platform, Outreach, Salesloft
Three alternatives
Avoma, Grain, PipedriveTwo alternatives
Freshsales, HubSpot CRMFour alternatives
Claap, Fathom, Fireflies.ai, GrainThree alternatives
Pipedrive, Zoho Analytics, Zoho CRMFour alternatives
Claap, HubSpot Sales Hub, Optifai, WeflowGLM 4.7 FlashXGong Revenue Intelligence Platform, HubSpot Sales Hubagainst: Clari Copilot, Salesforce Revenue IntelligencePipedriveChangedAvoma, tl;dvagainst: Gong Revenue Intelligence PlatformAvomaagainst: Clari Forecast, Gong Revenue Intelligence Platform, Salesforce Revenue Intelligenceno first choiceagainst: People.aiagainst: Aviso, Gong Revenue Intelligence Platform, Mediafly, People.ai, Salesforce Revenue Cloud
Three alternatives
Aleph, Avoma, WeflowThree alternatives
Clari Copilot, HubSpot Sales Hub, InsightSquaredFive alternatives
Claap, Clari Copilot, Grain, HubSpot Sales Hub, People.aiTwo alternatives
HubSpot Sales Hub, Salesforce Sales Cloud with Einstein ForecastingFive alternatives
Clari Copilot, Gong Revenue Intelligence Platform, Oliv, Optifai, Revenue GridMiniMax M2.5HubSpot Sales Hubagainst: Anaplan, Clari CopilotPipedriveChangedagainst: Clari CopilotAvomaagainst: Clari Copilot, Gong Revenue Intelligence PlatformAvoma, Revenue Gridagainst: Clari Copilot, Gong Revenue Intelligence Platform, Salesforce Revenue IntelligenceClari Copilotnothing named
Two alternatives
Avoma, Gong Revenue Intelligence PlatformTwo alternatives
Freshsales, HubSpot CRMTwo alternatives
HubSpot Sales Hub, OlivThree alternatives
Claap, Forecast.io, FuelfinanceSeven alternatives
Ambition, Chorus by ZoomInfo, Funnel, Gong Revenue Intelligence Platform, HubSpot Sales Hub, InsightSquared, Salesforce EinsteinGPT-6 LunaHubSpot Sales Hubagainst: Clari Copilot, Gong Revenue Intelligence PlatformZoho CRMChangedAvomaagainst: Gong Revenue Intelligence Platform, SalesloftZoho CRMagainst: HubSpot Sales Hubno first choiceagainst: Chorus by ZoomInfo, Clari Copilot, Gong Revenue Intelligence Platform
Two alternatives
Pipedrive, Zoho CRMOne alternative
PipedriveThree alternatives
Grain, HubSpot Sales Hub, WeflowOne alternative
PipedriveSix alternatives
Avoma, Clari Copilot, Gong Revenue Intelligence Platform, HubSpot Sales Hub, Pipedrive, Salesforce Revenue IntelligenceMuse Glimmer 30BHubSpot Sales HubPipedriveChangedAvoma, HubSpot Sales Hubagainst: Clari Copilot, Gong Revenue Intelligence PlatformAvomaagainst: Clari Copilot, Gong Revenue Intelligence Platformno first choiceagainst: Chorus by ZoomInfo, Clari Copilot, Gong Revenue Intelligence Platform, Salesforce Revenue Intelligence, Salesloft
One alternative
AvomaTwo alternatives
HubSpot Sales Hub, Zoho CRMSix alternatives
Claap, Grain, Optifai, People.ai, Signal Engine, tl;dvFour alternatives
Brevo, HubSpot Sales Hub, Pipedrive, WeflowBold 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.
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 | 2026-11-01 15:01 | yes | 17 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:43 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:44 | yes | 8 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 17:03 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:11 | yes | 14 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:24 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:45 | yes | 24 | 34 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:37 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:39 | yes | 8 | 61 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:43 | yes | 15 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:41 | yes | 15 | 82 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:56 | yes | 10 | 26 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:50 | yes | 4 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:08 | yes | 13 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:11 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:42 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:29 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 16:58 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:02 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:37 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:53 | yes | 22 | 37 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:44 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:02 | yes | 14 | 55 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:00 | yes | 15 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:09 | yes | 24 | 34 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:35 | yes | 5 | 21 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:40 | yes | 2 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:04 | yes | 13 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:54 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:37 | yes | 5 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:49 | yes | 10 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:38 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:15 | yes | 9 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:02 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:48 | yes | 25 | 43 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:04 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:32 | yes | 14 | 44 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:20 | yes | 24 | 68 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:00 | yes | 21 | 86 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:06 | yes | 19 | 35 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:58 | yes | 7 | 29 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:13 | yes | 12 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:43 | yes | 19 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:10 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:19 | yes | 8 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 16:49 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:54 | yes | 15 | 13 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:59 | yes | 5 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:04 | yes | 24 | 37 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:55 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:51 | yes | 5 | 26 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:50 | yes | 24 | 63 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:30 | yes | 14 | 50 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:08 | yes | 5 | 18 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:35 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:39 | yes | 13 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:39 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:32 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:01 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:28 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:02 | yes | 13 | 18 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:51 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:03 | yes | 22 | 27 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:10 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:35 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:23 | yes | 23 | 94 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:13 | yes | 13 | 112 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:22 | no | 0 | 81 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:28 | yes | 5 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:10 | yes | 15 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:26 | yes | 19 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:40 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:31 | yes | 10 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:00 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:25 | yes | 15 | 34 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:46 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:25 | no | 0 | 20 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:59 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:50 | yes | 5 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:10 | yes | 25 | 39 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:18 | yes | 24 | 52 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:44 | no | 0 | 25 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:31 | yes | 4 | 25 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:42 | yes | 13 | 17 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
Gong read as Gong Revenue Intelligence Platform
HubSpot read as HubSpot Sales Hub
HubSpot Forecasting read as HubSpot Sales Hub
HubSpot Sales Hub Forecasting read as HubSpot Sales Hub
HubSpot forecasting read as HubSpot Sales Hub
Salesforce read as Salesforce Revenue Intelligence
Unresolved, counted raw
Forecast.io
Google Sheets or Excel with Add-ons
Horizen AI
HubSpot Sales Hub with its Forecasting feature
HubSpot's built-in forecasting
Jirav
Pipedrive Forecasting
Pipedrive's native forecasting
RetentionGrid
Revs.ai
Tally Solutions' Revenue Forecaster
ZoomInfo with Chorus
Discontinued, still offered
No shut-down product was recommended here.