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. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
44%
Clear leader
446sense25Demandbase15Bombora15others
44% of first choices, clear leader.
Since September 2026=heldSince September 2026: 45% → 45%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6sense held the lead, ±0 points on 45%, 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.io65%Clear leader▲+10Since September 2026: 56% → 65%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketApollo.io27%Contested↗new leaderNew leader since September 2026: Apollo.io (29%) replaces Bombora (35% then, 25% now), 4 points clear, inside the 11-point floor.Standing →Enterprise
6sense44%Clear leader=heldSince September 2026: 45% → 45%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This page
Apollo.io65%Clear leader▲+10Since September 2026: 56% → 65%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketApollo.io27%Contested↗new leaderNew leader since September 2026: Apollo.io (29%) replaces Bombora (35% then, 25% now), 4 points clear, inside the 11-point floor.Standing →Enterprise6sense44%Clear leader=heldSince September 2026: 45% → 45%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 September 2026
016sense44%16%68endorsed leader=heldSince September 2026: 45% → 45%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.45% → 45%
6sense44%16%68endorsed leader=heldSince September 2026: 45% → 45%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.45% → 45%02
Demandbase25%8%61accepted challenger▲+1Since September 2026: 24% → 25%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.24% → 25%
Demandbase25%8%61accepted challenger▲+1Since September 2026: 24% → 25%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.24% → 25%03
Bombora15%17%66accepted challenger▼−8Since September 2026: 20% → 11%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 11%
Bombora15%17%66accepted challenger▼−8Since September 2026: 20% → 11%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 11%04
ZoomInfo6%31%55criticized challenger▲+5Since September 2026: 2% → 7%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 7%
ZoomInfo6%31%55criticized challenger▲+5Since September 2026: 2% → 7%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 7%05
G2 Buyer Intent4%12%32accepted challenger▲+5Since September 2026: 0% → 5%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 5%
G2 Buyer Intent4%12%32accepted challenger▲+5Since September 2026: 0% → 5%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 5%06
Cognism2%10%20accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Cognism2%10%20accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%07Apollo.io2%40%10criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Apollo.io2%40%10criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%Show the two products at 0%, ordered by negative rate
09
TrustRadius0%13%15accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
TrustRadius0%13%15accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%08
TechTarget Priority Engine0%0%25accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
TechTarget Priority Engine0%0%25accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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.
All twenty-eight head-to-head pages: the top eight products, each against each
Apollo.io vs ZoomInfoApollo.io vs RB2BApollo.io vs 6senseApollo.io vs G2 Buyer IntentBombora vs DealfrontBombora vs Factors.aiBombora vs ZoomInfoBombora vs RB2BBombora vs 6senseBombora vs G2 Buyer IntentDealfront vs Factors.aiDealfront vs ZoomInfoDealfront vs RB2BDealfront vs 6senseDealfront vs G2 Buyer IntentFactors.ai vs ZoomInfoFactors.ai vs RB2BFactors.ai vs 6senseFactors.ai vs G2 Buyer IntentZoomInfo vs RB2BZoomInfo vs 6senseZoomInfo vs G2 Buyer IntentRB2B vs 6senseRB2B vs G2 Buyer Intent6sense vs G2 Buyer Intent
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% negative60%
Key
016sense44%
6sense44%02Demandbase25%
Demandbase25%03Bombora15%
Bombora15%04ZoomInfo6%
ZoomInfo6%05G2 Buyer Intent4%
G2 Buyer Intent4%06Cognism2%
Cognism2%07Apollo.io2%
Apollo.io2%08TechTarget Priority Engine0%
TechTarget Priority Engine0%09TrustRadius0%
TrustRadius0%What they warned about
Five of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, 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.
ZoomInfo31%
17 of 55 labels negative · 11 of 14 models · 3 hard negative
“**ZoomInfo (Intent product)** | Relies on bidstream data, GDPR risk, false positives, opaque methodology, aggressive contracts” DeepSeek V4 Flash, negative prompt
6sense16%
11 of 68 labels negative · 9 of 14 models · 1 hard negative
“Consistently criticized in sentiment analysis for over-promising and under-delivering” GLM 4.7 FlashX, negative prompt
Bombora17%
11 of 66 labels negative · 8 of 14 models · 1 hard negative
“Any vendor whose core offering is Bombora co-op surge without real-time first-party overlay, because of weekly refresh, cookie deprecation risk and documented accuracy complaints.” Muse Glimmer 30B, negative prompt
Demandbase8%
5 of 61 labels negative · 4 of 14 models
“flag **intent signal accuracy issues**, with the platform sometimes identifying accounts as in-market that have **no real buying activity**” Kimi K2, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 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. 1067 links across 211 sites, every framing counted. Ranked by the number of answers carrying the site or page. 1 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 · Demandbase58 answers · 94 citations · 14 models
vendor site · Percepture38 answers · 38 citations · 11 models
vendor site · ZoomInfo35 answers · 61 citations · 10 models
vendor site · RB2B31 answers · 31 citations · 11 models
30 answers · 35 citations · 10 models
vendor site · HG Insights26 answers · 28 citations · 9 models
vendor site · Cognism25 answers · 29 citations · 10 models
vendor site · Salesmotion23 answers · 23 citations · 10 models
vendor site · ZenABM20 answers · 21 citations · 9 models
vendor site · Clay19 answers · 20 citations · 10 models
19 answers · 19 citations · 11 models
vendor site · Autobound18 answers · 21 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.
53 answers · 13 models
38 answers · 11 models
30 answers · 11 models
23 answers · 9 models
21 answers · 9 models
21 answers · 9 models
21 answers · 10 models
20 answers · 9 models
19 answers · 10 models
18 answers · 11 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 | 44% | 684 | 49,500 | 316 | 108,788 | $1,209 | 120 | 3 |
| Demandbase demandbase.com | 25% | 672 | 5,400 | 211 | 42,531 | 34 | 3 | |
| Bombora bombora.com | 15% | 227 | 3,600 | 82 | 17,600 | 4 | 1 | |
| ZoomInfo zoominfo.com ZoomInfo 6%, Chorus by ZoomInfo 0% | 6% | 846 | 135,000 | 1,810 | 6,376,738 | $1,140 | 120 | 2 |
| G2 Buyer Intent g2.com | 4% | 163 | 90 | 1 | 2,221,182 | 109 | 7 | |
| Cognism cognism.com | 2% | 384 | 3,600 | 68 | 48,685 | 15 | 5 | |
| Clay clay.com | 2% | 226 | 135,000 | 168,089 | 294,056 | 11 | 4 | |
| Apollo.io apollo.io | 2% | 1000 | 33,100 | 396 | 111,608 | 94 | ||
| Informa TechTarget techtarget.com TechTarget Priority Engine 0% | 0% | 50 | 70 | 2 | 8,907,244 | 120 | ||
| TrustRadius trustradius.com | 0% | 55 | 1,300 | 19 | 217,045 |
Google's top ten for the two searches hold 12 sites; 4 of them are among the sites the models cited here (clay.com, cognism.com, demandbase.com, pipeline.zoominfo.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, Demandbase6sense, DemandbaseHeld6senseCognismagainst: 6senseno first choiceagainst: HubSpot Breeze Intelligence, Warmly, ZoomInfo
Two alternatives
Bombora, ZoomInfoTwo alternatives
Bombora, ZoomInfoThree alternatives
Bombora, Demandbase, ZoomInfoOne alternative
BomboraGPT-5.4 miniBombora, DemandbaseDemandbaseChangedBombora, TechTarget Priority Engineagainst: Cognism, ZoomInfoG2 Buyer Intentno first choiceagainst: G2 Buyer Intent, TrustRadius
One alternative
ZoomInfoTwo alternatives
Bombora, G2 Buyer IntentFour alternatives
6sense, Demandbase, G2 Buyer Intent, TrustRadiusOne alternative
6senseGemini 3.5 Flash6sense, Demandbase6senseChangedBomboraBomboraagainst: 6sense, Apollo.io, Cognism, ZoomInfono first choiceagainst: Apollo.io, Lusha, Seamless.AI, ZoomInfo
Five alternatives
Bombora, Cognism, G2 Buyer Intent, TechTarget Priority Engine, ZoomInfoFive alternatives
Bombora, Demandbase, G2 Buyer Intent, TechTarget Priority Engine, ZoomInfoFive alternatives
6sense, Demandbase, G2 Buyer Intent, TechTarget Priority Engine, ZoomInfoTwo alternatives
Demandbase, WhiteWhalePerplexity Sonar6sense6senseHeld6sense, DemandbaseDemandbaseno first choicenothing named
Three alternatives
Bombora, Demandbase, IntentData.ioTwo alternatives
Bombora, DemandbaseFive alternatives
Bombora, Cognism, HG Insights, TechTarget Priority Engine, ZoomInfoOne alternative
6senseGrok 4.1 Fast6sense6senseHeldno first choiceZoomInfoagainst: 6sense, Demandbase, G2 Buyer Intentno first choiceagainst: 6sense, Bombora, Demandbase, SalesIntel
Two alternatives
Demandbase, ZoomInfoThree alternatives
Bombora, Demandbase, ZoomInfoTwo alternatives
Apollo.io, BomboraFour alternatives
6sense, Cognism, Demandbase, ZoomInfoMistral Small6senseZoomInfoChangedDemandbaseBombora, ZoomInfoagainst: Apollo.io, UpLeadno first choiceagainst: G2 Buyer Intent, TrustRadius, ZoomInfo
Two alternatives
Apollo.io, DemandbaseTwo alternatives
6sense, BomboraSix alternatives
6sense, Bombora, HG Insights, Madison Logic, TechTarget Priority Engine, ZoomInfoThree alternatives
6sense, Cognism, DemandbaseDeepSeek V4 Flash6senseagainst: ZoomInfo6senseHeldBomboraDemandbaseagainst: Bombora, ZoomInfono first choiceagainst: 6senseagainst: ZoomInfo
Two alternatives
Bombora, DemandbaseOne alternative
BomboraFive alternatives
6sense, Demandbase, G2 Buyer Intent, TechTarget Priority Engine, ZoomInfoOne alternative
6senseOne alternative
BomboraLlama 4 Maverick6senseno first choiceChangedno first choiceno first choiceno first choicenothing named
Two alternatives
Factors.ai, SalesmotionQwen 3.7 Flash6sense, Demandbase6sense, BomboraChanged6sense, BomboraG2 Buyer Intentagainst: 6sense, Bomborano first choiceagainst: Apollo.io, Bombora, Data Axle, Equifax, Experian, ZoomInfo
Two alternatives
Cognism, ZoomInfoTwo alternatives
Demandbase, TerminusTwo alternatives
Demandbase, Sona.aiFive alternatives
Clay, Dun & Bradstreet, PeopleDataLabs, Refinitiv, ZoomInfoKimi K26sense6senseHeld6senseDemandbaseagainst: 6senseno first choiceagainst: 6sense, Bombora, Demandbase, ZoomInfo
Four alternatives
Bombora, Demandbase, Madison Logic, ZoomInfoTwo alternatives
Bombora, DemandbaseFive alternatives
Bombora, Demandbase, G2 Buyer Intent, TechTarget Priority Engine, ZoomInfoOne alternative
BomboraGLM 4.7 FlashX6sense, Demandbase6senseChangedagainst: ZoomInfo6sense, Demandbase, ZoomInfoApollo.iono first choiceagainst: 6sense, Bombora, ZoomInfo
One alternative
BomboraOne alternative
DemandbaseSix alternatives
Apollo.io, Bombora, Cognism, Dealfront, HubSpot Breeze Intelligence, TechTarget Priority EngineThree alternatives
6sense, Demandbase, ZoomInfoMiniMax M2.56sense, Bombora, Demandbase6senseChangedno first choiceClayagainst: Bombora, ZoomInfono first choiceagainst: ZoomInfo
Three alternatives
Intentsify, TechTarget Priority Engine, ZoomInfoThree alternatives
Bombora, Demandbase, ZoomInfoFour alternatives
6sense, Abmatic AI, CIENCE, DemandbaseGPT-6 Luna6sense, BomboraBomboraChangedBomboraDemandbaseagainst: Bomborano first choiceagainst: 6sense, Bombora, Demandbase, G2 Buyer Intent, ZoomInfo
Two alternatives
Demandbase Intent, G2 Buyer IntentOne alternative
6senseSix alternatives
6sense, Demandbase, G2 Buyer Intent, TechTarget Priority Engine, TrustRadius, ZoomInfoMuse Glimmer 30B6sense6sense, DemandbaseChangedagainst: Bomborano first choiceBomboraagainst: 6sense, Demandbase, ZoomInfono first choiceagainst: Bombora, Seamless.AI, ZoomInfo
Three alternatives
Bombora, Demandbase, TechTarget Priority EngineSeven alternatives
6sense, Bombora, Cognism, Demandbase, G2 Buyer Intent, TechTarget Priority Engine, ZoomInfoOne alternative
Abmatic AIBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 08:09 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:42 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:45 | yes | 18 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:11 | yes | 21 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:54 | yes | 21 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:43 | yes | 10 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:43 | yes | 25 | 43 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:20 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:31 | yes | 6 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:39 | yes | 9 | 13 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:26 | yes | 22 | 44 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:09 | yes | 5 | 21 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:19 | yes | 2 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:09 | yes | 14 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 14:12 | yes | 15 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:42 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:53 | yes | 10 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:27 | yes | 17 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:37 | yes | 24 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:38 | yes | 10 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:32 | yes | 19 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:46 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:21 | no | 0 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:45 | yes | 19 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:08 | yes | 22 | 24 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 14:05 | yes | 10 | 46 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:12 | yes | 3 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:13 | yes | 14 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 14:14 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:30 | yes | 6 | 13 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:33 | yes | 11 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:41 | yes | 24 | 8 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:30 | yes | 19 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:18 | yes | 9 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:53 | yes | 21 | 53 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:38 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:49 | yes | 9 | 26 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:46 | yes | 19 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 14:10 | yes | 20 | 123 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:15 | yes | 8 | 32 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:12 | yes | 7 | 34 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:59 | yes | 14 | 33 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:38 | yes | 15 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:57 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:18 | yes | 20 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:20 | yes | 23 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:08 | yes | 17 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 14:07 | yes | 7 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:43 | yes | 24 | 42 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:12 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:17 | no | 0 | 47 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:17 | yes | 23 | 23 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:30 | yes | 20 | 16 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:11 | yes | 19 | 43 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:51 | yes | 2 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:21 | yes | 20 | 41 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:23 | yes | 17 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:02 | yes | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:24 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 09:54 | yes | 18 | 11 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:03 | yes | 18 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:38 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:07 | yes | 24 | 60 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:43 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:55 | yes | 10 | 38 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:55 | yes | 14 | 28 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:20 | yes | 13 | 96 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:27 | yes | 9 | 16 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:49 | yes | 4 | 24 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:06 | yes | 13 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:51 | yes | 18 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:57 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:04 | yes | 27 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:46 | yes | 18 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:29 | yes | 17 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:46 | yes | 12 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:57 | yes | 19 | 70 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:04 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:46 | no | 0 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:24 | yes | 21 | 33 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:43 | yes | 19 | 44 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:45 | yes | 17 | 50 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:42 | yes | 3 | 25 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:11 | yes | 23 | 33 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
None. Every name in this category resolved on its own.
Unresolved, counted raw
Demandbase Intent
Dun & Bradstreet Buyer Intent
G2 Intent
Gartner
PeopleDataLabs
Sona.ai
Discontinued, still offered
No shut-down product was recommended here.