B2B intent data providers for enterprise buyers
Asked as “B2B intent data provider”, and as “B2B buyer intent data vendor”, on behalf of an enterprise B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
50%
Clear leader
506sense25Bombora12Demandbase12others
50% of first choices, clear leader.
Since October 2026▲+6Since October 2026: 44% → 50%, +6 points. Inside the 11-point floor: within noise.6sense held the lead, +6 points on 44%, 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.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.Standing →Enterprise
6sense50%Clear leader▲+6Since October 2026: 44% → 50%, +6 points. Inside the 11-point floor: within noise.This page
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.Standing →Enterprise6sense50%Clear leader▲+6Since October 2026: 44% → 50%, +6 points. Inside the 11-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
016sense50%20%71endorsed leader▲+6Since October 2026: 44% → 50%, +6 points. Inside the 11-point floor: within noise.44% → 50%
6sense50%20%71endorsed leader▲+6Since October 2026: 44% → 50%, +6 points. Inside the 11-point floor: within noise.44% → 50%02Bombora25%14%74accepted challenger▲+10Since October 2026: 15% → 25%, +10 points. Inside the 11-point floor: within noise.15% → 25%
Bombora25%14%74accepted challenger▲+10Since October 2026: 15% → 25%, +10 points. Inside the 11-point floor: within noise.15% → 25%03
Demandbase12%24%63accepted challenger▼−13Since October 2026: 25% → 12%, −13 points. Past the 11-point floor: movement.25% → 12%
Demandbase12%24%63accepted challenger▼−13Since October 2026: 25% → 12%, −13 points. Past the 11-point floor: movement.25% → 12%04
ZoomInfo4%24%58accepted challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise.6% → 4%
ZoomInfo4%24%58accepted challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise.6% → 4%05
Cognism4%17%12accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Cognism4%17%12accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%Show the four products at 0%, ordered by negative rate
09
TrustRadius0%25%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
TrustRadius0%25%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
TechTarget Priority Engine0%17%29accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
TechTarget Priority Engine0%17%29accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
G2 Buyer Intent0%17%35accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
G2 Buyer Intent0%17%35accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%08
Intentsify0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Intentsify0%10%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 enterprise.
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 →
010203040506070809Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
016sense50%
6sense50%02Bombora25%
Bombora25%03Demandbase12%
Demandbase12%04ZoomInfo4%
ZoomInfo4%05Cognism4%
Cognism4%06G2 Buyer Intent0%
G2 Buyer Intent0%07TechTarget Priority Engine0%
TechTarget Priority Engine0%08Intentsify0%
Intentsify0%09TrustRadius0%
TrustRadius0%What they warned about
Nine of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Qwen 3.7 Flash, Kimi K2 and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
6sense20%
14 of 71 labels negative · 11 of 14 models · 4 hard negative
“A class action filed in the Northern District of California alleges that 6Sense used people's names and personal profiles to market its subscription plans without consent or compensation.” GLM 4.7 FlashX, negative prompt
ZoomInfo24%
14 of 58 labels negative · 10 of 14 models · 5 hard negative
“ZoomInfo has faced multiple lawsuits and regulatory scrutiny over its data collection and sales practices... many to advise caution, especially in highly regulated markets.” GLM 4.7 FlashX, negative prompt
Demandbase24%
15 of 63 labels negative · 10 of 14 models · 4 hard negative
“A separate class action alleges that DemandBase (and its partner InsideView) used individuals' names, contact information... without their written consent.” GLM 4.7 FlashX, negative prompt
Bombora14%
10 of 74 labels negative · 9 of 14 models · 1 hard negative
“What to avoid if you need predictable per-user cost: ... cost balloons unpredictably with scale.” DeepSeek V4 Flash, budget 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. 907 links across 234 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 · Demandbase33 answers · 45 citations · 11 models
vendor site · Lemlist27 answers · 28 citations · 11 models
vendor site · Forrester24 answers · 27 citations · 11 models
vendor site · HG Insights24 answers · 26 citations · 8 models
23 answers · 24 citations · 11 models
19 answers · 19 citations · 9 models
vendor site · Bombora17 answers · 34 citations · 8 models
vendor site · Prospeo15 answers · 25 citations · 7 models
vendor site · Sona13 answers · 16 citations · 9 models
vendor site · Default13 answers · 13 citations · 8 models
12 answers · 13 citations · 5 models
12 answers · 13 citations · 6 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.
26 answers · 10 models
23 answers · 11 models
19 answers · 9 models
17 answers · 8 models
15 answers · 7 models
12 answers · 8 models
11 answers · 8 models
10 answers · 7 models
10 answers · 4 models
10 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 |
|---|---|---|---|---|---|---|---|---|
| 6sense 6sense.com | 50% | 618 | 49,500 | 316 | 108,788 | $1,209 | 120 | 3 |
| Bombora bombora.com | 25% | 251 | 3,600 | 82 | 17,600 | 4 | 1 | |
| Demandbase demandbase.com | 12% | 581 | 5,400 | 211 | 42,531 | 34 | 3 | |
| ZoomInfo zoominfo.com | 4% | 542 | 135,000 | 1,810 | 6,376,738 | $1,140 | 120 | 2 |
| Cognism cognism.com | 4% | 349 | 3,600 | 68 | 48,685 | 15 | 5 | |
| Abmatic AI abmatic.ai | 2% | 20 | 30 | 0 | 872 | |||
| Apollo.io apollo.io | 2% | 1010 | 33,100 | 396 | 111,608 | 94 | ||
| G2 Buyer Intent g2.com | 0% | 147 | 90 | 1 | 2,221,182 | 109 | 7 | |
| Informa TechTarget techtarget.com TechTarget Priority Engine 0% | 0% | 50 | 70 | 2 | 8,907,244 | 120 | ||
| Intentsify intentsify.io | 0% | 26 | 590 | 10 | 3,250 | 5 |
Google's top ten for the two searches hold 12 sites; 2 of them are among the sites the models cited here (bombora.com, 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 an enterprise B2B company?”Paraphrase“Which B2B buyer intent data vendor would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade B2B intent data providers and how do they differ?”Budget-constrained“What is the best B2B intent data provider for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a B2B intent data provider. What should we look at?”Negative“Which B2B intent data providers should a large enterprise avoid or be cautious about?”
Claude Haiku 4.56sense, DemandbaseZoomInfoChanged6sense, DemandbaseCognismagainst: 6sense, Demandbaseno first choiceagainst: 6sense, AdRoll ABM, Bombora, Cognism, Demandbase, Lusha, ZoomInfo
One alternative
BomboraThree alternatives
6sense, Bombora, DemandbaseThree alternatives
Bombora, TrustRadius, ZoomInfoTwo alternatives
Bombora, ZoomInfoGPT-5.4 mini6sense6senseHeldBomboraBombora, Demandbaseno first choicenothing named
Two alternatives
Bombora, DemandbaseTwo alternatives
Bombora, DemandbaseSix alternatives
6sense, Demandbase, G2 Buyer Intent, TechTarget Priority Engine, TrustRadius, ZoomInfoGemini 3.5 FlashBombora6senseChangedBomboraBomboraagainst: Demandbaseno first choicenothing named
Six alternatives
6sense, Demandbase, G2 Buyer Intent, TechTarget Priority Engine, TrustRadius, ZoomInfoFour alternatives
Bombora, Demandbase, TechTarget Priority Engine, ZoomInfoFive alternatives
6sense, Demandbase, G2 Buyer Intent, TechTarget Priority Engine, ZoomInfoTwo alternatives
6sense, ZoomInfoPerplexity SonarDemandbaseDemandbaseHeld6senseBomborano first choiceagainst: 6sense, Dealfront, Demandbase, RB2B, TechTarget Priority Engine, TrustRadius, Warmly, ZoomInfo
Four alternatives
6sense, Bombora, G2 Buyer Intent, ZoomInfoFour alternatives
6sense, Bombora, HG Insights, ZoomInfoSix alternatives
Bombora, Cognism, Demandbase, G2 Buyer Intent, TechTarget Priority Engine, ZoomInfoOne alternative
6senseGrok 4.206senseagainst: Apollo.io, G2 Buyer Intent, HubSpot Breeze Intelligence6senseHeldagainst: ZoomInfo6senseZoomInfoagainst: 6sense, Bombora, Demandbase, G2 Buyer Intent, TechTarget Priority Engineno first choiceagainst: Demandbase, ZoomInfo
Three alternatives
Bombora, Demandbase, ZoomInfoThree alternatives
Bombora, Demandbase, HG InsightsFive alternatives
Bombora, Demandbase, Intentsify, TechTarget Priority Engine, ZoomInfoMistral Small6sense6senseHeld6sense6senseagainst: Bombora, Demandbaseno first choiceagainst: 6sense, Apollo.io, Demandbase, Lusha, ZoomInfo
Two alternatives
Bombora, DemandbaseThree alternatives
Bombora, Demandbase, ZoomInfoFive alternatives
Bombora, Cognism, Demandbase, G2 Buyer Intent, ZoomInfoDeepSeek V4 Flash6sense6senseHeldBombora6senseagainst: Apollo.io, Bombora, ZoomInfoBombora, Cognismagainst: 6sense, Bombora, Demandbase, G2 Buyer Intent, TechTarget Priority Engine, TrustRadius, ZoomInfo
Three alternatives
Bombora, Demandbase, IntentsifyThree alternatives
Bombora, Demandbase, ZoomInfoFive alternatives
6sense, Demandbase, G2 Buyer Intent, TechTarget Priority Engine, ZoomInfoOne alternative
DemandbaseLlama 4 Maverick6sense6senseHeldno first choiceno first choiceno first choiceagainst: 6sense, Bombora
Three alternatives
Bombora, Demandbase, ZoomInfoThree alternatives
Bombora, Demandbase, ZoomInfoQwen 3.7 FlashBombora6senseChangedBomboraBomboraagainst: Clay, ZoomInfono first choiceagainst: Dropoff, Dun & Bradstreet, G2 Buyer Intent, Product-Hunt Based Analytics, ZoomInfo
Two alternatives
6sense, DemandbaseThree alternatives
Bombora, Demandbase, ZoomInfoThree alternatives
6sense, Demandbase, ZoomInfoOne alternative
6senseKimi K26sense, DemandbaseDemandbaseChangedBomboraBomboraagainst: 6sense, Demandbaseno first choiceagainst: 6sense, Bombora, Coresignal, Demandbase, G2 Buyer Intent, HG Insights, Intentsify, PredictLeads, SalesIntel, TechTarget Priority Engine, Terminus, ZoomInfo
Two alternatives
Bombora, ZoomInfoTwo alternatives
6sense, BomboraFive alternatives
6sense, Demandbase, G2 Buyer Intent, TechTarget Priority Engine, ZoomInfoGLM 4.7 FlashX6senseagainst: Apollo.io6senseHeldBomboraagainst: Apollo.ioApollo.ioagainst: 6sense, Bombora, Demandbaseno first choiceagainst: 6sense, Demandbase, InsideView, ZoomInfo
Four alternatives
Bombora, Demandbase, G2 Buyer Intent, ZoomInfoThree alternatives
Bombora, Demandbase, ZoomInfoFive alternatives
6sense, Demandbase, G2 Buyer Intent, TrustRadius, ZoomInfoOne alternative
ZoomInfo Streaming IntentMiniMax M2.56sense6sense, BomboraChanged6senseAbmatic AI, Bomboraagainst: Apollo.io, Cognism, ZoomInfono first choiceagainst: 6sense, Bombora, ZoomInfo
Two alternatives
Bombora, DemandbaseThree alternatives
Demandbase, G2 Buyer Intent, ZoomInfoFive alternatives
Bombora, Demandbase, G2 Buyer Intent, TechTarget Priority Engine, ZoomInfoTwo alternatives
6sense, DemandbaseGPT-6 Luna6sense6senseHeldBomboraBomborano first choiceagainst: 6sense, Bombora, Demandbase, G2 Buyer Intent, TechTarget Priority Engine, TrustRadius
Two alternatives
Bombora, G2 Buyer IntentOne alternative
BomboraSeven alternatives
6sense, Demandbase, G2 Buyer Intent, HG Insights, Informa TechTarget Priority Engine, Intentsify, ZoomInfoOne alternative
DemandbaseMuse Glimmer 30B6sense6senseHeldBomboraBomboraagainst: 6sense, Demandbase, ZoomInfono first choiceagainst: HubSpot Breeze Intelligence, ZoomInfo Streaming Intent
Two alternatives
Bombora, DemandbaseFour alternatives
Bombora, Demandbase, TechTarget Priority Engine, ZoomInfoFive alternatives
6sense, Demandbase, G2 Buyer Intent, TechTarget Priority Engine, ZoomInfoOne alternative
TechTarget Priority EngineBold 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 08:47 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:22 | yes | 2 | 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 15:13 | yes | 9 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:46 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:58 | yes | 5 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:11 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:08 | yes | 24 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:58 | yes | 7 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:07 | yes | 5 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:55 | yes | 10 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:37 | yes | 13 | 43 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:54 | yes | 5 | 22 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:03 | yes | 4 | 10 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:35 | yes | 14 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:39 | yes | 15 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:44 | yes | 3 | 13 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 13:37 | yes | 3 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 17:21 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:49 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:59 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:00 | yes | 23 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:13 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:24 | no | 0 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:18 | yes | 19 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:05 | yes | 15 | 21 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:54 | no | 0 | 21 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:46 | yes | 1 | 7 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:27 | yes | 12 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:13 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:36 | yes | 7 | 7 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 16:47 | yes | 9 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:52 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:57 | yes | 19 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:28 | yes | 5 | 32 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:53 | yes | 24 | 52 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:35 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:53 | yes | 10 | 44 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:46 | yes | 15 | 64 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:30 | yes | 22 | 45 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:04 | yes | 25 | 104 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:32 | yes | 9 | 50 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:08 | yes | 14 | 36 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:20 | yes | 16 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:48 | yes | 2 | 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 14:22 | yes | 13 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 13:28 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:42 | yes | 24 | 18 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:39 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:56 | yes | 25 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:04 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:55 | yes | 13 | 124 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:28 | yes | 19 | 26 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:14 | yes | 22 | 28 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:32 | yes | 19 | 76 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:29 | yes | 2 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:08 | yes | 18 | 37 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:08 | yes | 16 | 15 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:24 | no | 0 | 11 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 15:13 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 15:08 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:14 | yes | 10 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:03 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:35 | yes | 24 | 29 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:12 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:29 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:02 | yes | 25 | 47 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:10 | yes | 15 | 82 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:26 | no | 0 | 13 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:23 | yes | 5 | 28 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:29 | yes | 14 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:37 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:53 | yes | 4 | 7 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 11:01 | no | 0 | 18 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:50 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:50 | yes | 9 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:10 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:27 | yes | 23 | 38 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:12 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:10 | no | 0 | 40 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:32 | yes | 22 | 33 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:54 | yes | 25 | 51 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:19 | yes | 20 | 53 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:27 | yes | 2 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:23 | yes | 25 | 49 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
HubSpot read as HubSpot Breeze Intelligence
Unresolved, counted raw
Demand Intelligence
Dropoff (formerly Dropa)
Leadfeeder Discover
Lessie
Product-Hunt Based Analytics
SalesOS
Salesbox
Discontinued, still offered
No shut-down product was recommended here.