B2B intent data providers
Asked as “B2B intent data provider”, and as “B2B buyer intent data vendor”, on behalf of a mid-market B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
34%
Contested · Apollo.io 29%
34Bombora29Apollo.io09ZoomInfo29others
34% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Bombora (34%) replaces Apollo.io (27% then, 29% now), 5 points clear, inside the 11-point floor.Bombora leads at 34%, replacing Apollo.io, which led at 27% and stands at 29% now: 5 points clear, inside the floor, so the swap reads as unsettled.
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.Standing →Mid-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.This pageEnterprise
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.Standing →Mid-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.This pageEnterprise6sense50%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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Bombora34%25%68criticized default▲+7Since October 2026: 27% → 34%, +7 points. Inside the 11-point floor: within noise.27% → 34%
Bombora34%25%68criticized default▲+7Since October 2026: 27% → 34%, +7 points. Inside the 11-point floor: within noise.27% → 34%02Apollo.io29%3%37accepted challenger▲+2Since October 2026: 27% → 29%, +2 points. Inside the 11-point floor: within noise.27% → 29%
Apollo.io29%3%37accepted challenger▲+2Since October 2026: 27% → 29%, +2 points. Inside the 11-point floor: within noise.27% → 29%03
ZoomInfo9%27%44criticized challenger▲+2Since October 2026: 7% → 9%, +2 points. Inside the 11-point floor: within noise.7% → 9%
ZoomInfo9%27%44criticized challenger▲+2Since October 2026: 7% → 9%, +2 points. Inside the 11-point floor: within noise.7% → 9%04
Dealfront5%0%31accepted challenger▼−7Since October 2026: 12% → 5%, −7 points. Inside the 11-point floor: within noise.12% → 5%
Dealfront5%0%31accepted challenger▼−7Since October 2026: 12% → 5%, −7 points. Inside the 11-point floor: within noise.12% → 5%05
G2 Buyer Intent4%2%46accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
G2 Buyer Intent4%2%46accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%06
RB2B4%5%20accepted challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise.5% → 4%
RB2B4%5%20accepted challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise.5% → 4%07
HubSpot Breeze Intelligence4%9%11accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
HubSpot Breeze Intelligence4%9%11accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%08
Cognism2%15%13accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Cognism2%15%13accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the four products at 0%, ordered by negative rate
12
Demandbase0%54%48criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Demandbase0%54%48criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%116sense0%53%62criticized challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 0%
6sense0%53%62criticized challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 0%10
TechTarget Priority Engine0%18%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
TechTarget Priority Engine0%18%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
TrustRadius0%7%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
TrustRadius0%7%15accepted 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
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
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 →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Bombora34%
Bombora34%02Apollo.io29%
Apollo.io29%03ZoomInfo9%
ZoomInfo9%04Dealfront5%
Dealfront5%05G2 Buyer Intent4%
G2 Buyer Intent4%06RB2B4%
RB2B4%07HubSpot Breeze Intelligence4%
HubSpot Breeze Intelligence4%08Cognism2%
Cognism2%09TrustRadius0%
TrustRadius0%10TechTarget Priority Engine0%
TechTarget Priority Engine0%116sense0%
6sense0%12Demandbase0%
Demandbase0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, 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.
6sense53%
33 of 62 labels negative · 14 of 14 models · 6 hard negative
“Avoid enterprise platforms such as 6sense, Demandbase, or Bombora initially” Perplexity Sonar, budget prompt
Demandbase54%
26 of 48 labels negative · 12 of 14 models · 7 hard negative
“Bidstream-based providers (e.g., ZoomInfo, Demandbase) - Why avoid: ... legally contested and may not be compliant with privacy regulations” Mistral Small, negative prompt
Bombora25%
17 of 68 labels negative · 12 of 14 models · 5 hard negative
“What to Avoid on a Limited Budget - Bombora (~$25K+/year) — Enterprise-grade, not budget-friendly” MiniMax M2.5, budget prompt
ZoomInfo27%
12 of 44 labels negative · 8 of 14 models · 5 hard negative
“Bidstream-based providers (e.g., ZoomInfo, Demandbase) - Why avoid: These providers harvest intent data from ad auctions, which is legally contested” Mistral Small, 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
76 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. 839 links across 192 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.
vendor site · Lemlist32 answers · 34 citations · 10 models
vendor site · Forrester25 answers · 27 citations · 12 models
vendor site · Supered24 answers · 26 citations · 10 models
vendor site · Prospeo23 answers · 36 citations · 9 models
vendor site · Demandbase22 answers · 31 citations · 9 models
vendor site · HG Insights22 answers · 25 citations · 9 models
18 answers · 18 citations · 8 models
vendor site · Miniloop15 answers · 16 citations · 9 models
vendor site · Default15 answers · 15 citations · 8 models
vendor site · Autobound14 answers · 14 citations · 7 models
13 answers · 14 citations · 7 models
vendor site · Salesmotion13 answers · 13 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.
28 answers · 8 models
19 answers · 8 models
18 answers · 8 models
17 answers · 9 models
15 answers · 9 models
14 answers · 7 models
14 answers · 9 models
14 answers · 7 models
13 answers · 7 models
13 answers · 6 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 |
|---|---|---|---|---|---|---|---|---|
| Bombora bombora.com | 34% | 251 | 3,600 | 82 | 17,600 | 4 | 1 | |
| Apollo.io apollo.io | 29% | 1010 | 33,100 | 396 | 111,608 | 94 | ||
| ZoomInfo zoominfo.com | 9% | 542 | 135,000 | 1,810 | 6,376,738 | $1,140 | 120 | 2 |
| Dealfront leadfeeder.com | 5% | 170 | 590 | 9 | 18,447 | 3 | ||
| G2 Buyer Intent g2.com | 4% | 147 | 90 | 1 | 2,221,182 | 109 | 7 | |
| RB2B rb2b.com | 4% | 122 | 4,400 | 43 | 5,372 | 8 | ||
| HubSpot parent site HubSpot Breeze Intelligence 4% | 4% | 202 | 368,000 | 9,776 | ||||
| Factors.ai factors.ai | 4% | 54 | 590 | 1 | 8,319 | 31 | 8 | |
| Cognism cognism.com | 2% | 349 | 3,600 | 68 | 48,685 | 15 | 5 | |
| Prospeo prospeo.io | 2% | 134 | 2,400 | 19 | 403,704 | 14 |
Google's top ten for the two searches hold 12 sites; 1 of them are among the sites the models cited here (demandbase.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 mid-market B2B company?”Paraphrase“Which B2B buyer intent data vendor would you recommend to a mid-sized B2B company?”Comparative“What are the top B2B intent data providers and how do they differ?”Budget-constrained“What is the best B2B intent data provider for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a B2B intent data provider. What should we look at?”Negative“Which B2B intent data providers should I avoid or be cautious about?”
Claude Haiku 4.5Bombora, G2 Buyer Intentagainst: 6sense, DemandbaseApollo.io, CognismChangedagainst: 6sense, Demandbaseno first choiceApollo.iono first choiceagainst: 6sense, Bombora, Demandbase, TechTarget Priority Engine, TrustRadius
Three alternatives
Bombora, Dealfront, G2 Buyer IntentTwo alternatives
Dealfront, Saleshandy Lead FinderGPT-5.4 miniBomboraBomboraHeldBomboraHubSpot Breeze Intelligence, Lead Onionagainst: 6sense, Demandbaseno first choicenothing named
Two alternatives
6sense, DemandbaseTwo alternatives
6sense, G2 Buyer IntentFive alternatives
6sense, Demandbase, G2 Buyer Intent, TechTarget Priority Engine, ZoomInfoTwo alternatives
Bombora, G2 Buyer IntentGemini 3.5 FlashZoomInfoagainst: 6senseZoomInfoHeldBomboraApollo.io, RB2Bagainst: 6sense, Bombora, Demandbaseno first choiceagainst: 6sense, Demandbase
Four alternatives
Apollo.io, Bombora, Cognism, G2 Buyer IntentFive alternatives
6sense, Bombora, Dealfront, G2 Buyer Intent, KoalaSeven alternatives
6sense, Cognism, Demandbase, G2 Buyer Intent, TechTarget Priority Engine, TrustRadius, ZoomInfoFour alternatives
Clay, Dealfront, Lusha, UpLeadPerplexity SonarBomboraagainst: DemandbaseZoomInfoChangedagainst: 6sense, Demandbase6sense, BomboraApollo.ioagainst: 6sense, Bombora, Demandbaseno first choiceagainst: 6sense, Demandbase, G2 Buyer Intent, RB2B, Vector, Warmly
Three alternatives
Dealfront, G2 Buyer Intent, ZoomInfoThree alternatives
Apollo.io, Bombora, G2 Buyer IntentSix alternatives
Cognism, Dealfront, Demandbase, G2 Buyer Intent, Warmly, ZoomInfoFour alternatives
Clay, Dealfront, RB2B, Saleshandy Lead FinderGrok 4.20Apollo.ioagainst: 6sense, DemandbaseBomboraChanged6sense, BomboraApollo.ioagainst: 6sense, Bombora, Demandbase, ZoomInfono first choiceagainst: 6sense, Demandbase, ZoomInfo
Five alternatives
Bombora, Dealfront, Factors.ai, G2 Buyer Intent, ZoomInfoFour alternatives
6sense, G2 Buyer Intent, HubSpot Breeze Intelligence, ZoomInfoFive alternatives
Apollo.io, Demandbase, G2 Buyer Intent, TrustRadius, ZoomInfoFour alternatives
Dealfront, Lusha, Prospeo, Saleshandy Lead FinderMistral SmallBomboraApollo.io, BomboraChangedno first choiceApollo.iono first choiceagainst: 6sense, Demandbase, ZoomInfo
Three alternatives
Apollo.io, G2 Buyer Intent, WarmlyTwo alternatives
6sense, ZoomInfoTwo alternatives
G2 Buyer Intent, ProspeoDeepSeek V4 FlashAdRoll ABMagainst: 6sense, DemandbaseBomboraChangedagainst: 6sense, Demandbase, TechTarget Priority EngineBomboraApollo.ioagainst: 6sense, Bombora, Cognism, Demandbase, ZoomInfoBomboraagainst: 6sense, Intentsifyagainst: 6sense, Apollo.io, Bazaarvoice, Bombora, ZoomInfo
Three alternatives
Bombora, G2 Buyer Intent, ZoomInfo + Intent Add-onThree alternatives
Apollo.io, HubSpot Breeze Intelligence, ZoomInfoNine alternatives
6sense, Dealfront, Demandbase, G2 Buyer Intent, Intentsify, RB2B, TechTarget Priority Engine, TrustRadius, ZoomInfoFour alternatives
Databar.ai, Dealfront, G2 Buyer Intent, RB2BOne alternative
ZoomInfoLlama 4 MaverickBomboraApollo.ioChangedno first choiceProspeono first choiceagainst: 6sense, Bombora
Three alternatives
6sense, Apollo.io, G2 Buyer IntentThree alternatives
Bombora, G2 Buyer Intent, ZoomInfoFour alternatives
Clay, Dealfront, Hunter, RB2BQwen 3.7 FlashBombora, Factors.aiZoomInfoChangedBomboraRB2Bagainst: Bombora, ZoomInfoBombora, Dealfrontagainst: 6senseagainst: 6sense, Cognism, Demandbase, Lusha, ZoomInfo
Two alternatives
Apollo.io, ProspeoTwo alternatives
Apollo.io, BomboraThree alternatives
6sense, G2 Buyer Intent, RevUnitTwo alternatives
Dealfront, ProspeoTwo alternatives
Cognism, ZoomInfoKimi K2G2 Buyer Intent, ZoomInfo Streaming Intentagainst: 6sense, DemandbaseBombora, ZoomInfoChangedBomboraApollo.ioagainst: 6sense, Bombora, Demandbase, HubSpot Breeze Intelligence, ZoomInfono first choiceagainst: Bombora, Demandbase, ZoomInfo
Three alternatives
Apollo.io, Bombora, WarmlyTwo alternatives
6sense, HubSpot Breeze IntelligenceFive alternatives
6sense, Demandbase, G2 Buyer Intent, TechTarget Priority Engine, ZoomInfoThree alternatives
Dealfront, RB2B, SnitcherGLM 4.7 FlashXFactors.aiagainst: BomboraApollo.ioChangedBomboraDealfrontagainst: 6sense, Bombora, Demandbase, TechTarget Priority EngineBomboraagainst: 6sense, Bombora, Demandbase, ZoomInfo
Three alternatives
Apollo.io, Dealfront, HubSpot Breeze IntelligenceFour alternatives
Bombora, Dealfront, G2 Buyer Intent, ZoomInfoSeven alternatives
6sense, Apollo.io, Demandbase, G2 Buyer Intent, Lemlist, Sona, ZoomInfoThree alternatives
Apollo.io, Prospeo, RB2BFour alternatives
6sense, Apollo.io, Demandbase, G2 Buyer IntentMiniMax M2.5Bomboraagainst: 6sense, DemandbaseBomboraHeldagainst: 6senseBomboraApollo.io, Dealfrontagainst: 6sense, Bombora, ZoomInfono first choicenothing named
Four alternatives
G2 Buyer Intent, Salesmotion, Sona, TrustRadiusFour alternatives
Apollo.io, Demandbase, TechTarget Priority Engine, ZoomInfoSix alternatives
6sense, Apollo.io, Demandbase, G2 Buyer Intent, TechTarget Priority Engine, TrustRadiusThree alternatives
Buska, Prospeo, RB2BGPT-6 LunaBomboraBomboraHeldno first choiceApollo.iono first choiceagainst: 6sense, Bombora
Two alternatives
6sense, G2 Buyer IntentTwo alternatives
6sense, G2 Buyer IntentSeven alternatives
6sense, Bombora, Demandbase, G2 Buyer Intent, TechTarget Priority Engine, TrustRadius, ZoomInfoOne alternative
RB2BMuse Glimmer 30BHubSpot Breeze IntelligenceApollo.io, BomboraChangedagainst: 6sense, DemandbaseBomboraApollo.ioagainst: 6sense, Bomborano first choiceagainst: 6sense, Bombora, Demandbase, ZoomInfo
Five alternatives
6sense, Bombora, Salesmotion, TechTarget Priority Engine, ZoomInfoOne alternative
ZoomInfoNine alternatives
6sense, Apollo.io, Cognism, Dealfront ex-Leadfeeder, Demandbase, Foundry Intent, G2 Buyer Intent, TechTarget Priority Engine, ZoomInfoThree alternatives
Dealfront, RB2B, Saleshandy Lead FinderBold 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 08:41 | yes | 15 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:18 | yes | 3 | 7 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 13:24 | no | 0 | 15 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 08:41 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:09 | yes | 10 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:51 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:56 | yes | 23 | 32 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:39 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:20 | yes | 5 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:14 | yes | 10 | 47 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:44 | yes | 12 | 170 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:32 | yes | 5 | 23 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:12 | yes | 4 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:11 | yes | 14 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:42 | yes | 16 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:21 | yes | 3 | 7 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 09:22 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:58 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:27 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:22 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:01 | yes | 23 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:00 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:43 | yes | 5 | 23 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:46 | yes | 10 | 17 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:56 | yes | 19 | 56 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:42 | yes | 20 | 49 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:54 | yes | 3 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:38 | yes | 14 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:27 | yes | 10 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:50 | yes | 6 | 9 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 10:21 | no | 0 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:16 | yes | 10 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:37 | yes | 8 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:52 | yes | 9 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:59 | yes | 19 | 30 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:59 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:53 | no | 0 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:39 | yes | 13 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:04 | yes | 14 | 36 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:29 | yes | 15 | 41 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:04 | yes | 7 | 39 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:04 | yes | 14 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:09 | yes | 15 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:41 | yes | 1 | 6 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 13:22 | yes | 9 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 17:17 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:02 | yes | 8 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:28 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:00 | yes | 23 | 37 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:42 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:48 | yes | 9 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:14 | yes | 19 | 43 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:58 | yes | 14 | 65 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:01 | yes | 5 | 47 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:28 | yes | 2 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:37 | yes | 14 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:51 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:07 | no | 0 | 9 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 11:18 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 16:25 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:10 | yes | 5 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:55 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:13 | yes | 20 | 47 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:30 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:59 | yes | 20 | 39 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:43 | yes | 20 | 26 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:36 | yes | 25 | 127 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:10 | yes | 10 | 35 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:10 | yes | 2 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:53 | yes | 14 | 28 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:19 | yes | 15 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:58 | yes | 4 | 8 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 15:17 | yes | 17 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 13:38 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:30 | yes | 9 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:44 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:21 | yes | 25 | 41 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:52 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:48 | yes | 10 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:23 | yes | 24 | 44 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:09 | yes | 25 | 92 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:07 | yes | 5 | 126 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:31 | yes | 4 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:32 | yes | 22 | 47 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
Saleshandy read as Saleshandy Lead Finder
Unresolved, counted raw
Buska
Dealfront ex-Leadfeeder
G2 intent signals
HG
IntentBase
RevUnit (formerly 8th Road)
Salesforce
Discontinued, still offered
No shut-down product was recommended here.