B2B intent data providers for small business buyers
Asked as “B2B intent data provider”, and as “B2B buyer intent data vendor”, 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
62%
Clear leader
62Apollo.io10Dealfront07G2 Buyer Intent21others
62% of first choices, clear leader.
Since October 2026▼−3Since October 2026: 65% → 62%, −3 points. Inside the 11-point floor: within noise.Apollo.io held the lead, −3 points on 65%, 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
Apollo.io62%Clear leader▼−3Since October 2026: 65% → 62%, −3 points. Inside the 11-point floor: within noise.This pageMid-market
Bombora34%Contested↗new leaderNew leader since October 2026: Bombora (34%) replaces Apollo.io (27% then, 29% now), 5 points clear, inside the 11-point floor.Standing →Enterprise
6sense50%Clear leader▲+6Since October 2026: 44% → 50%, +6 points. Inside the 11-point floor: within noise.Standing →
Apollo.io62%Clear leader▼−3Since October 2026: 65% → 62%, −3 points. Inside the 11-point floor: within noise.This pageMid-marketBombora34%Contested↗new leaderNew leader since October 2026: Bombora (34%) replaces Apollo.io (27% then, 29% now), 5 points clear, inside the 11-point floor.Standing →Enterprise6sense50%Clear leader▲+6Since October 2026: 44% → 50%, +6 points. Inside the 11-point floor: within noise.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
01Apollo.io62%2%60endorsed leader▼−3Since October 2026: 65% → 62%, −3 points. Inside the 11-point floor: within noise.65% → 62%
Apollo.io62%2%60endorsed leader▼−3Since October 2026: 65% → 62%, −3 points. Inside the 11-point floor: within noise.65% → 62%02
Dealfront10%0%63accepted challenger▲+5Since October 2026: 5% → 10%, +5 points. Inside the 11-point floor: within noise.5% → 10%
Dealfront10%0%63accepted challenger▲+5Since October 2026: 5% → 10%, +5 points. Inside the 11-point floor: within noise.5% → 10%03
G2 Buyer Intent7%22%45accepted challenger▲+3Since October 2026: 4% → 7%, +3 points. Inside the 11-point floor: within noise.4% → 7%
G2 Buyer Intent7%22%45accepted challenger▲+3Since October 2026: 4% → 7%, +3 points. Inside the 11-point floor: within noise.4% → 7%04
RB2B3%0%31accepted challenger▼−1Since October 2026: 4% → 3%, −1 point. Inside the 11-point floor: within noise.4% → 3%
RB2B3%0%31accepted challenger▼−1Since October 2026: 4% → 3%, −1 point. Inside the 11-point floor: within noise.4% → 3%05
Warmly2%4%23accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Warmly2%4%23accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%06
Lusha2%11%18accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 11-point floor: within noise.5% → 2%
Lusha2%11%18accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 11-point floor: within noise.5% → 2%07
ZoomInfo2%67%43criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
ZoomInfo2%67%43criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%086sense2%87%60criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
6sense2%87%60criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the five products at 0%, ordered by negative rate
13
Demandbase0%92%51criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Demandbase0%92%51criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12Bombora0%73%62criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Bombora0%73%62criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%11
Cognism0%21%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Cognism0%21%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Clay0%7%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Clay0%7%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
HubSpot Breeze Intelligence0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
HubSpot Breeze Intelligence0%0%10accepted 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 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
Bombora vs G2 Buyer IntentBombora vs RB2BBombora vs HubSpot Breeze IntelligenceBombora vs CognismApollo.io vs ZoomInfoApollo.io vs DealfrontApollo.io vs G2 Buyer IntentApollo.io vs RB2BApollo.io vs HubSpot Breeze IntelligenceApollo.io vs CognismZoomInfo vs DealfrontZoomInfo vs G2 Buyer IntentZoomInfo vs RB2BZoomInfo vs HubSpot Breeze IntelligenceZoomInfo vs CognismDealfront vs G2 Buyer IntentDealfront vs RB2BDealfront vs HubSpot Breeze IntelligenceDealfront vs CognismG2 Buyer Intent vs RB2BG2 Buyer Intent vs HubSpot Breeze IntelligenceG2 Buyer Intent vs CognismRB2B vs HubSpot Breeze IntelligenceRB2B vs CognismHubSpot Breeze Intelligence vs Cognism
One product takes 62% of first choices here, so the chart would put twelve markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Four products carry a negative rate above 25% in this category.
What they warned about
Eight of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Grok 4.20, Llama 4 Maverick, GLM 4.7 FlashX 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.
Demandbase92%
47 of 51 labels negative · 14 of 14 models · 25 hard negative
“Providers to Avoid or Be Cautious About - Demandbase and 6sense: ... complex implementation, and overkill for SMBs” Grok 4.20, negative prompt
6sense87%
52 of 60 labels negative · 14 of 14 models · 24 hard negative
“Platforms like 6sense, Demandbase, and Bombora are built for enterprise budgets... If you're under ~$10M revenue, these are almost certainly not worth it.” DeepSeek V4 Flash, negative prompt
Bombora73%
45 of 62 labels negative · 14 of 14 models · 16 hard negative
“What to AVOID with a Tight Budget ... Bombora | $25,000+/year | Raw signal layer, requires integration work” MiniMax M2.5, budget prompt
ZoomInfo67%
29 of 43 labels negative · 13 of 14 models · 9 hard negative
“pricing is enterprise-oriented (often $10K–$100K+/year). Data quality complaints are common, and it's not optimized for small teams” Grok 4.20, 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
73 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. 799 links across 182 sites, every framing counted. Ranked by the number of answers carrying the site or page. 51 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.
publisher (Gane)31 answers · 31 citations · 9 models
vendor site · Lemlist30 answers · 38 citations · 10 models
27 answers · 27 citations · 11 models
vendor site · Miniloop21 answers · 28 citations · 10 models
20 answers · 20 citations · 9 models
20 answers · 20 citations · 10 models
vendor site · Demandbase19 answers · 27 citations · 8 models
vendor site · Prospeo18 answers · 24 citations · 8 models
vendor site · Supered18 answers · 19 citations · 8 models
vendor site · Saleshandy15 answers · 15 citations · 9 models
14 answers · 26 citations · 8 models
14 answers · 14 citations · 9 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.
31 answers · 9 models
28 answers · 10 models
26 answers · 10 models
20 answers · 9 models
20 answers · 10 models
20 answers · 9 models
16 answers · 8 models
15 answers · 8 models
14 answers · 9 models
13 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 “b2b intent data provider”, “best b2b intent data provider”. 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 |
|---|---|---|---|---|---|---|---|---|
| Apollo.io apollo.io | 62% | 1010 | 33,100 | 396 | 111,608 | 94 | ||
| Dealfront leadfeeder.com | 10% | 170 | 590 | 9 | 18,447 | 3 | ||
| G2 Buyer Intent g2.com | 7% | 147 | 90 | 1 | 2,221,182 | 109 | 7 | |
| RB2B rb2b.com | 3% | 122 | 4,400 | 43 | 5,372 | 8 | ||
| Warmly warmly.ai | 2% | 74 | 4,400 | 805 | 13,997 | 0 | ||
| Lusha lusha.com | 2% | 280 | 12,100 | 893 | 52,570 | $11 | 57 | |
| Factors.ai factors.ai | 2% | 54 | 590 | 1 | 8,319 | 31 | 8 | |
| LeadIQ leadiq.com | 2% | 15 | 1,900 | 52 | 1,140,953 | 1 | ||
| Apollo.io intent add-on | 2% | |||||||
| Clari clari.com Clari Copilot 2% | 2% | 260 | 1,000 | 6 | 444,225 company |
Google's top ten for the two searches hold 12 sites; 2 of them are among the sites the models cited here (demandbase.com, g2.com). The first result for “b2b intent data provider” is bombora.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 B2B intent data provider for a small B2B company?”Paraphrase“Which B2B buyer intent data vendor would you recommend to a small business that sells to other businesses?”Comparative“What are the top B2B intent data providers for a small team and how do they differ?”Budget-constrained“What is the best B2B intent data provider for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a B2B intent data provider. What should we look at?”Negative“Which B2B intent data providers should a small business avoid or be cautious about?”
Claude Haiku 4.5Apollo.ioagainst: 6sense, DemandbaseLushaChangedApollo.ioagainst: Cognism, SalesIntel, ZoomInfoApollo.iono first choiceagainst: 6sense, Bombora, BookYourData, G2 Buyer Intent, ZoomInfo
Five alternatives
Cognism, Dealfront, HubSpot Breeze Intelligence, Saleshandy Lead Finder, VectorTwo alternatives
Apollo.io, BomboraFive alternatives
G2 Buyer Intent, HubSpot Breeze Intelligence, Lusha, Saleshandy Lead Finder, VectorFive alternatives
Bombora, Dealfront, Lusha, Saleshandy Lead Finder, WarmlyGPT-5.4 miniApollo.ioG2 Buyer IntentChangedagainst: 6sense, Demandbaseno first choiceDiginius Insight, IntentData.ioagainst: 6sense, Bombora, Demandbase, ZoomInfono first choiceagainst: 6sense, ZoomInfo
Two alternatives
6sense, BomboraOne alternative
BomboraSeven alternatives
6sense, Bombora, Cognism, HubSpot Breeze Intelligence, Lead Onion, Lusha, ZoomInfoOne alternative
DreamdataGemini 3.5 FlashApollo.ioagainst: 6sense, Demandbase, ZoomInfoApollo.ioHeldagainst: 6sense, DemandbaseApollo.ioagainst: Bombora, ZoomInfoApollo.ioagainst: 6sense, Bombora, DemandbaseApollo.io, ZoomInfoagainst: 6sense, Demandbaseagainst: 6sense, Demandbase
Four alternatives
Dealfront, G2 Buyer Intent, HubSpot’s Prospecting tool, Lead411Five alternatives
Cognism, Dealfront, G2 Buyer Intent, RB2B, UpLeadFive alternatives
Cognism, Dealfront, G2 Buyer Intent, Lusha, WarmlyThree alternatives
Dealfront, RB2B, UpLeadFive alternatives
Clay, G2 Buyer Intent, Koala, RB2B, WarmlyPerplexity SonarApollo.ioagainst: 6sense, Bombora, Clay, DemandbaseApollo.ioHeldagainst: 6sense, Bombora, DemandbaseHubSpot Breeze Intelligenceagainst: 6sense, Bombora, Demandbase, ZoomInfoApollo.ioagainst: 6sense, Bombora, Demandbase, G2 Buyer Intentno first choiceagainst: 6sense, Bombora, Cognism, Demandbase, G2 Buyer Intent, TechTarget Priority Engine, TrustRadius, ZoomInfo
Three alternatives
Dealfront, G2 Buyer Intent, HubSpot Breeze IntelligenceFive alternatives
Clay, Dealfront, G2 Buyer Intent, HubSpot Breeze Intelligence, ZoomInfoThree alternatives
Clay, Dealfront, G2 Buyer IntentFour alternatives
Clay, Dealfront, Saleshandy Lead Finder, WarmlyGrok 4.20Apollo.io, Dealfrontagainst: 6sense, Bombora, Demandbase, ZoomInfoDealfront, G2 Buyer IntentChangedagainst: 6sense, Bombora, DemandbaseApollo.ioagainst: 6sense, Bombora, Demandbase, ZoomInfoApollo.ioagainst: 6sense, Bombora, Demandbase, Lusha, ZoomInfono first choiceagainst: 6sense, Bombora, Coresignal, Demandbase, G2 Buyer Intent, HG Insights, Intentsify, PredictLeads, SalesIntel, TechTarget Priority Engine, TrustRadius, ZoomInfo
Two alternatives
G2 Buyer Intent, Saleshandy Lead FinderThree alternatives
MarketBetter, Salesmotion, ZoomInfoFour alternatives
Dealfront, G2 Buyer Intent, Lusha, Saleshandy Lead FinderFour alternatives
Dealfront, G2 Buyer Intent, RB2B, WarmlySix alternatives
6sense, Amplemarket, Bombora, Demandbase, Lemlist, ZoomInfoMistral SmallApollo.ioApollo.ioHeldApollo.ioagainst: BomboraApollo.ioagainst: 6sense, Bombora, Demandbaseno first choiceagainst: 6sense, Bombora, Demandbase, ZoomInfo
Two alternatives
Dealfront, LemlistTwo alternatives
Dealfront, LushaTwo alternatives
Dealfront, WarmlyThree alternatives
Dealfront, Findymail, Saleshandy Lead FinderDeepSeek V4 FlashApollo.ioagainst: 6sense, Bombora, ZoomInfoApollo.ioHeldagainst: 6sense, Bombora, ZoomInfoApollo.io, Dealfrontagainst: 6sense, Bombora, Demandbase, ZoomInfoApollo.ioagainst: 6sense, Bombora, DemandbaseApollo.io intent add-on, G2 Buyer Intentagainst: 6sense, Demandbase, ZoomInfo + Intent Add-onagainst: 6sense, Bombora, Demandbase, ZoomInfo's Streaming Intent
Three alternatives
Dealfront, G2 Buyer Intent, WarmlyThree alternatives
Dealfront, G2 Buyer Intent, RB2BOne alternative
G2 Buyer IntentThree alternatives
Clay, Dealfront, RB2BTwo alternatives
Bombora, DealfrontLlama 4 MaverickApollo.iono first choiceChangedno first choiceApollo.ioagainst: 6sense, Bomborano first choiceagainst: Bombora, Demandbase, ZoomInfo
Three alternatives
Dealfront, Prospeo, Saleshandy Lead FinderQwen 3.7 FlashApollo.ioagainst: 6sense, Bombora, DemandbaseApollo.ioHeldagainst: Bombora, G2 Buyer Intent, ZoomInfoApollo.ioagainst: 6sense, DemandbaseApollo.ioagainst: 6sense, Bombora, Demandbase6sense, Apollo.io, Clari Copilot, LeadIQ, Seamless.AIagainst: Bombora, Evergage, Gartneragainst: 6sense, Apollo.io, Cognism, Demandbase, Lusha, ZoomInfo
Three alternatives
Clay, Dealfront, WarmlyThree alternatives
Cognism, Dealfront, HubSpot Sales HubFour alternatives
Clay, Dealfront, Prospeo, RB2BOne alternative
ProspeoKimi K2Apollo.ioagainst: 6sense, Bombora, Demandbase, ZoomInfoApollo.ioHeldApollo.ioagainst: 6sense, Bombora, DemandbaseApollo.ioagainst: 6sense, Bombora, Demandbase, G2 Buyer Intent, ZoomInfoDealfront, Factors.ai, RB2B, Warmlyagainst: 6sense, Bombora, Demandbaseagainst: 6sense, Bombora, Capterra, Demandbase, TechTarget Priority Engine, TrustRadius, ZoomInfo
Four alternatives
Bullseye, Dealfront, G2 Buyer Intent, RB2BTwo alternatives
Cognism, DealfrontFive alternatives
Cognism, Dealfront, G2 Buyer Intent, Lusha, SalesmotionTwo alternatives
Dealfront, RB2BGLM 4.7 FlashXApollo.ioagainst: 6sense, DemandbaseDealfrontChangedagainst: G2 Buyer Intent, WarmlyApollo.io, Dealfront, RB2BApollo.ioagainst: 6sense, Bombora, Demandbase, ZoomInfono first choiceagainst: 6sense, Bombora, Demandbase
Four alternatives
Bombora, Dealfront, G2 Buyer Intent, ZoomInfoThree alternatives
Apollo.io, HubSpot Breeze Intelligence, RB2BThree alternatives
Clay, HubSpot Breeze Intelligence, LushaFour alternatives
Clay, Dealfront, RB2B, WarmlyMiniMax M2.5Apollo.ioagainst: BomboraApollo.ioHeldagainst: 6sense, Bombora, Demandbase, G2 Buyer Intent, ZoomInfoApollo.ioagainst: G2 Buyer IntentApollo.ioagainst: 6sense, Bombora, Demandbase, ZoomInfono first choiceagainst: 6sense, Demandbase, ZoomInfo
Two alternatives
Dealfront, LushaThree alternatives
Dealfront, RB2B, WarmlyFive alternatives
Dealfront, Lusha, Prospeo, RB2B, WarmlyGPT-6 LunaApollo.ioApollo.ioHeldApollo.ioagainst: 6senseApollo.iono first choiceagainst: 6sense, Bombora, Demandbase, G2 Buyer Intent
Two alternatives
G2 Buyer Intent, RB2BOne alternative
G2 Buyer IntentFour alternatives
Bombora, Dealfront, G2 Buyer Intent, RB2BOne alternative
RB2BMuse Glimmer 30BApollo.ioagainst: 6sense, Bombora, DemandbaseApollo.io, DealfrontChangedagainst: 6sense, Bombora, Demandbase, ZoomInfoDealfront, RB2Bagainst: 6sense, Bombora, DemandbaseDealfront, RB2Bagainst: 6sense, Bombora, Demandbase, ZoomInfoApollo.io, G2 Buyer Intentagainst: 6sense, Bombora, Demandbaseagainst: 6sense, Bombora, Demandbase, TechTarget Priority Engine, ZoomInfo
Three alternatives
Dealfront, G2 Buyer Intent, RB2BThree alternatives
Apollo.io, Clay, G2 Buyer IntentThree alternatives
Apollo.io, Saleshandy Lead Finder, SyncGTMTwo alternatives
Dealfront, RB2BBold 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 16:34 | yes | 14 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:25 | 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 13:50 | no | 0 | 14 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:11 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:15 | yes | 5 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:58 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:16 | yes | 18 | 34 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:35 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:43 | yes | 5 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:15 | yes | 15 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:02 | yes | 10 | 110 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:23 | yes | 5 | 37 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:36 | yes | 3 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:29 | yes | 13 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:50 | yes | 9 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:21 | yes | 4 | 5 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 11:22 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:02 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:24 | yes | 5 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:41 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:42 | yes | 22 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:51 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:38 | no | 0 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:07 | yes | 10 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:17 | yes | 15 | 38 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:40 | yes | 5 | 14 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:55 | yes | 3 | 21 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:02 | yes | 13 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:58 | yes | 15 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:02 | yes | 1 | 8 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 16:40 | no | 0 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:17 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:12 | yes | 10 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:25 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:20 | yes | 25 | 35 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:57 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:15 | yes | 10 | 48 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:25 | yes | 19 | 55 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:22 | yes | 21 | 35 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:55 | yes | 8 | 21 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:52 | yes | 8 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:10 | yes | 14 | 35 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:51 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:56 | 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 13:08 | yes | 16 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 15:33 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:58 | yes | 15 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:48 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:46 | yes | 24 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:11 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:17 | yes | 5 | 19 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:41 | yes | 10 | 36 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:50 | yes | 13 | 22 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:30 | yes | 19 | 38 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:06 | yes | 2 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:32 | yes | 14 | 26 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:52 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:54 | 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 15:32 | no | 0 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:13 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:18 | yes | 15 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:42 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:34 | yes | 23 | 53 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:44 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:49 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:50 | yes | 10 | 53 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:35 | yes | 15 | 46 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:34 | no | 0 | 24 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:43 | yes | 2 | 14 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 13:37 | yes | 17 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:56 | yes | 4 | 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 16:09 | no | 0 | 16 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:22 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:26 | yes | 14 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:59 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:26 | yes | 24 | 34 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:07 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:20 | yes | 14 | 67 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:03 | yes | 25 | 46 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:55 | yes | 22 | 72 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:52 | yes | 19 | 44 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:20 | yes | 3 | 53 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:55 | yes | 23 | 39 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
HubSpot read as HubSpot Breeze Intelligence
Saleshandy read as Saleshandy Lead Finder
Saleshandy (with Lead Finder) read as Saleshandy Lead Finder
Unresolved, counted raw
Apollo.io intent add-on
G2 Intent
Gartner
HubSpot lead scoring
HubSpot’s Prospecting tool
Trigify
ZoomInfo's Streaming Intent
Discontinued, still offered
No shut-down product was recommended here.