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. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
45%
Clear leader
456sense24Demandbase20Bombora12others
45% of first choices, clear leader.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the four products at 0%, ordered by negative rate
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.
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 ZoomInfoBombora vs DealfrontBombora vs CognismBombora vs RB2BApollo.io vs G2 Buyer IntentApollo.io vs IntentsifyApollo.io vs ZoomInfoApollo.io vs DealfrontApollo.io vs CognismApollo.io vs RB2BG2 Buyer Intent vs IntentsifyG2 Buyer Intent vs ZoomInfoG2 Buyer Intent vs DealfrontG2 Buyer Intent vs CognismG2 Buyer Intent vs RB2BIntentsify vs ZoomInfoIntentsify vs DealfrontIntentsify vs CognismIntentsify vs RB2BZoomInfo vs DealfrontZoomInfo vs CognismZoomInfo vs RB2BDealfront vs CognismDealfront vs RB2BCognism vs RB2B
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 →
01
02
03
04
05
06
07
08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
016sense45%
6sense45%02Demandbase24%
Demandbase24%03Bombora20%
Bombora20%04ZoomInfo2%
ZoomInfo2%05TrustRadius2%
TrustRadius2%06TechTarget Priority Engine0%
TechTarget Priority Engine0%07G2 Buyer Intent0%
G2 Buyer Intent0%08Intentsify0%
Intentsify0%09Cognism0%
Cognism0%What they warned about
Five of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, DeepSeek V4 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.
ZoomInfo31%
15 of 48 labels negative · 10 of 12 models · 3 hard negative
“Avoid or heavily scrutinize: ... ZoomInfo for intent specifically (false positive epidemic)” Kimi K2, negative prompt
6sense25%
15 of 59 labels negative · 10 of 12 models · 1 hard negative
“Providers to AVOID for Your Use Case ... costs scale unpredictably with features” Kimi K2, budget prompt
Demandbase18%
10 of 57 labels negative · 10 of 12 models · 1 hard negative
“Platform fee + per-user licensing ... complex and variable” Kimi K2, budget prompt
Apollo.io62%
5 of 8 labels negative · 5 of 12 models · 3 hard negative
“Apollo experienced a serious data breach that exposed contact data records publicly, and in 2025 it was banned from LinkedIn for violating its terms of service” Claude Haiku 4.5, negative prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
23 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 333 links across 121 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.
vendor site · Demandbase17 answers · 29 citations · 4 models
vendor site · Percepture13 answers · 14 citations · 3 models
vendor site · Cognism11 answers · 12 citations · 3 models
vendor site · Salesmotion11 answers · 11 citations · 3 models
vendor site · Autobound10 answers · 10 citations · 3 models
vendor site · Bombora9 answers · 10 citations · 4 models
vendor site · HG Insights9 answers · 9 citations · 3 models
vendor site · ZoomInfo8 answers · 8 citations · 2 models
vendor site · Visualping7 answers · 8 citations · 3 models
vendor site · Default7 answers · 7 citations · 2 models
vendor site · 6sense6 answers · 7 citations · 3 models
6 answers · 6 citations · 3 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.
13 answers · 4 models
13 answers · 3 models
10 answers · 3 models
9 answers · 3 models
8 answers · 3 models
8 answers · 2 models
8 answers · 2 models
7 answers · 2 models
7 answers · 2 models
6 answers · 3 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 | 45% | 618 | 49,500 | 316 | 108,788 | $1,209 | 120 | 3 |
| Demandbase demandbase.com | 24% | 581 | 5,400 | 211 | 42,531 | 34 | 3 | |
| Bombora bombora.com | 20% | 251 | 3,600 | 82 | 17,600 | 4 | 1 | |
| ZoomInfo zoominfo.com | 2% | 542 | 135,000 | 1,810 | 6,376,738 | $1,140 | 120 | 2 |
| TrustRadius trustradius.com | 2% | 41 | 1,300 | 19 | 217,045 | |||
| Abmatic AI abmatic.ai | 2% | 20 | 30 | 0 | 872 | |||
| Factors.ai factors.ai | 2% | 54 | 590 | 1 | 8,319 | 31 | 8 | |
| SalesIntel salesintel.io | 2% | 38 | 1,600 | 28 | 3,339 | $7 | 11 | |
| Apollo.io apollo.io | 2% | 1010 | 33,100 | 396 | 111,608 | 94 | ||
| Informa TechTarget techtarget.com TechTarget Priority Engine 0%, TechTarget / Informa TechTarget Priority Engine 0% | 0% | 50 | 70 | 2 | 8,907,244 | 120 |
Google's top ten for the two searches hold 12 sites; 6 of them are among the sites the models cited here (6sense.com, bombora.com, cognism.com, demandbase.com, g2.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 4.56sense6sense, DemandbaseChangedBomboraBombora, SalesIntelagainst: 6sense, Demandbaseno first choiceagainst: Apollo.io, ZoomInfo
Two alternatives
Bombora, ZoomInfoTwo alternatives
Bombora, ZoomInfoThree alternatives
6sense, Demandbase, ZoomInfoGPT-5.4 mini6sense, DemandbaseBombora, DemandbaseChanged6sense, Bombora, DemandbaseBomboraagainst: 6senseno first choiceagainst: 6sense, Bombora, Demandbase, ZoomInfo
Two alternatives
Bombora, TechTarget Priority EngineTwo alternatives
6sense, TechTarget Priority EngineFour alternatives
G2 Buyer Intent, TechTarget / Informa TechTarget Priority Engine, TrustRadius, ZoomInfoOne alternative
DemandbaseGemini 3.5 Flash6sense, Demandbase6senseChangedno first choiceBomboraagainst: 6sense, Cognism, ZoomInfoBomboraagainst: 6sense, Demandbase, ZoomInfo
Four alternatives
Bombora, Cognism, G2 Buyer Intent, ZoomInfoFive alternatives
Bombora, Demandbase, G2 Buyer Intent, TechTarget Priority Engine, ZoomInfoSeven alternatives
6sense, Bombora, Cognism, Demandbase, G2 Buyer Intent, TechTarget Priority Engine, ZoomInfoTwo alternatives
Demandbase, IntentlyPerplexity Sonar6sense6senseHeldno first choiceZoomInfoagainst: 6senseno first choiceagainst: 6sense, Demandbase, ZoomInfo
Two alternatives
Bombora, DemandbaseTwo alternatives
Bombora, DemandbaseFive alternatives
6sense, Bombora, Cognism, Demandbase, ZoomInfoOne alternative
BomboraGrok 4.206sense6senseHeld6sense, Bomboraagainst: G2 Buyer Intent6sense, Bombora, Demandbaseagainst: Apollo.io, Cognism, ZoomInfono first choiceagainst: 6sense, Demandbase, ZoomInfo
Three alternatives
Cognism, Demandbase, ZoomInfoThree alternatives
Bombora, Demandbase, ZoomInfoFour alternatives
Demandbase, Intentsify, TechTarget Priority Engine, ZoomInfoOne alternative
G2 Buyer IntentTwo alternatives
6sense, BomboraMistral Small6sense, Demandbase6senseChanged6senseFactors.aiagainst: HubSpot Breeze Intelligenceno first choiceagainst: Bombora, ZoomInfo Streaming Intent
Three alternatives
Bombora, Intentsify, ZoomInfoFour alternatives
Bombora, Demandbase, TechTarget Priority Engine, ZoomInfoEight alternatives
Bombora, Cognism, Demandbase, G2 Buyer Intent, Intentsify, Salesmotion, TechTarget Priority Engine, ZoomInfoTwo alternatives
Demandbase, ZoomInfoDeepSeek V4 Flash6sense, Demandbase6senseChangedno first choiceDemandbaseagainst: 6sense, ZoomInfoBomboraagainst: 6sense, Apollo.io, Datarade, Demandbase, IntentData.io, Lusha, ZoomInfo
Two alternatives
Bombora, IntentsifySix alternatives
Bombora, Cognism, Demandbase, Intentsify, TechTarget Priority Engine, ZoomInfoSix alternatives
6sense, Bombora, Demandbase, Intentsify, TechTarget Priority Engine, ZoomInfoTwo alternatives
Bombora, SalesmotionLlama 4 Maverickno first choiceno first choiceHeldno first choice6sense, Bomborano first choicenothing named
Two alternatives
Terminus, ZoomInfoQwen 3.7 Flash6sense, Bombora6sense, BomboraHeldagainst: ZoomInfo6sense, BomboraAbmatic AIagainst: 6sense, Bombora, Demandbase, ZoomInfono first choicenothing named
Two alternatives
Demandbase, ZoomInfoOne alternative
HG InsightsFour alternatives
Demandbase, G2 Buyer Intent, Intentsify, TechTarget Priority EngineTwo alternatives
G2 Buyer Intent, SalesmotionKimi K26sense, Demandbase6senseChanged6senseTrustRadiusagainst: 6sense, Apollo.io, Cognism, Demandbase, ZoomInfono first choiceagainst: 6sense, G2 Buyer Intent, ZoomInfo
One alternative
BomboraOne alternative
DemandbaseSeven alternatives
Bombora, Cognism, Demandbase, G2 Buyer Intent, TechTarget Priority Engine, TrustRadius, ZoomInfoTwo alternatives
Abmatic AI, BomboraFour alternatives
6sense, Bombora, Demandbase, ZoomInfoGLM 4.7 FlashX6sense, Demandbase6sense, DemandbaseHeld6sense, BomboraApollo.ioagainst: 6sense, Demandbaseno first choiceagainst: Apollo.io, Datanyze, Seamless.AI, ZoomInfo
Three alternatives
Bombora, Intentsify, TechTarget Priority EngineThree alternatives
Bombora, TechTarget Priority Engine, ZoomInfoEight alternatives
Anteriad, Dealfront, Demandbase, G2 Buyer Intent, HG Insights, Intentsify, TechTarget Priority Engine, ZoomInfoTwo alternatives
Intently, LushaMiniMax M2.56sense6sense, DemandbaseChanged6sense, Bomborano first choiceno first choiceagainst: 6sense, Bombora, Demandbase, G2 Buyer Intent, TrustRadius, ZoomInfo
Two alternatives
Bombora, DemandbaseOne alternative
BomboraFive alternatives
Cognism, Demandbase, G2 Buyer Intent, TrustRadius, ZoomInfoBold 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.
Seventy-two 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 | 2026-09-15 04:06 | yes | 8 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 22:52 | yes | 5 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 22:52 | yes | 24 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 02:39 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:13 | yes | 0 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:52 | yes | 0 | 11 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 04:10 | yes | 0 | 45 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 05:03 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:14 | yes | 0 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:33 | yes | 0 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:28 | yes | 0 | 212 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:13 | yes | 0 | 26 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:26 | yes | 14 | 13 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:14 | yes | 4 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:06 | yes | 16 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 02:21 | yes | 19 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 03:12 | yes | 0 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:45 | yes | 0 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:53 | yes | 0 | 34 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:48 | yes | 0 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:38 | yes | 0 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:22 | yes | 0 | 96 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:55 | yes | 0 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:15 | yes | 0 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:08 | yes | 8 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:25 | yes | 7 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:04 | yes | 16 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 02:23 | yes | 20 | 10 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 23:17 | yes | 0 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:46 | yes | 0 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:33 | yes | 0 | 64 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 22:59 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:42 | yes | 0 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:19 | yes | 0 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:50 | yes | 0 | 34 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:45 | yes | 0 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 05:04 | yes | 15 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:13 | yes | 4 | 8 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 05:03 | yes | 22 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 00:03 | yes | 20 | 7 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 23:04 | yes | 0 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:38 | yes | 0 | 12 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:16 | yes | 0 | 59 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:31 | yes | 0 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:31 | yes | 0 | 34 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:46 | yes | 0 | 39 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:32 | yes | 0 | 104 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:19 | yes | 0 | 97 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:38 | yes | 26 | 17 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:10 | no | 0 | 12 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:33 | yes | 9 | 30 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 02:40 | yes | 20 | 16 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 00:19 | yes | 0 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:32 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:13 | yes | 0 | 62 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:07 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:01 | yes | 0 | 47 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:31 | yes | 0 | 43 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:16 | yes | 0 | 26 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:07 | yes | 0 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:01 | yes | 13 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:24 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:17 | yes | 18 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 02:35 | yes | 20 | 11 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 01:57 | yes | 0 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:16 | yes | 0 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 04:40 | yes | 0 | 67 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:42 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:41 | yes | 0 | 42 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:43 | yes | 0 | 44 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:17 | yes | 0 | 46 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:12 | yes | 0 | 32 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
Unresolved, counted raw
None awaiting human review.
Discontinued, still offered
No shut-down product was recommended here.