Sales intelligence and contact data for enterprise buyers
Asked as “B2B contact data and sales intelligence platform”, and as “B2B prospecting database”, on behalf of an enterprise B2B company. 45 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
67%
Clear leader
67ZoomInfo SalesOS16Cognism09Salesmotion09others
67% 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 five 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 six head-to-head pages: the top four products, each against each
One product takes 67% of first choices here, so the chart would put ten markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Four products carry a negative rate above 25% in this category.
What they warned about
Eleven of twelve models held their first choice under the paraphrase. Llama 4 Maverick 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.
ZoomInfo SalesOS27%
17 of 64 labels negative · 11 of 12 models · 1 hard negative
“60-day auto-renewal trap ... Securities class action ... EU data sourcing disputes” GLM 4.7 FlashX, negative prompt
Apollo.io37%
19 of 52 labels negative · 10 of 12 models · 3 hard negative
“The platforms warranting the most caution for large enterprises are Apollo.io (compliance exposure + LinkedIn ban + accuracy gaps)” DeepSeek V4 Flash, negative prompt
Seamless.AI67%
8 of 12 labels negative · 7 of 12 models · 4 hard negative
“Platforms to Avoid or Approach with Caution ### 1. Seamless.ai Primary Red Flags: - Cancellation difficulty:” GLM 4.7 FlashX, negative prompt
Lusha41%
11 of 27 labels negative · 7 of 12 models · 2 hard negative
“represents a major compliance liability for enterprises with any European footprint” Gemini 3.5 Flash, 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. 325 links across 142 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 · Amplemarket13 answers · 18 citations · 3 models
vendor site · ZoomInfo10 answers · 19 citations · 2 models
vendor site · Salesmotion10 answers · 14 citations · 3 models
vendor site · Cognism10 answers · 13 citations · 4 models
vendor site · Autobound9 answers · 9 citations · 3 models
vendor site · Demandbase8 answers · 10 citations · 3 models
vendor site · Lusha Systems7 answers · 13 citations · 4 models
vendor site · Reddit6 answers · 9 citations · 2 models
vendor site · BookYourData5 answers · 5 citations · 2 models
4 answers · 6 citations · 3 models
vendor site · Apollo.io4 answers · 4 citations · 3 models
vendor site · Bright Data4 answers · 4 citations · 2 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.
9 answers · 3 models
7 answers · 3 models
6 answers · 2 models
6 answers · 2 models
4 answers · 3 models
4 answers · 1 model
4 answers · 2 models
4 answers · 1 model
4 answers · 2 models
4 answers · 2 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 contact data and sales intelligence platform”, “best b2b contact data and sales intelligence platform”. 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 |
|---|---|---|---|---|---|---|---|---|
| ZoomInfo parent site ZoomInfo SalesOS 67% | 67% | 193 | 135,000 | 1,810 | ||||
| Cognism cognism.com | 16% | 349 | 3,600 | 68 | 48,685 | 15 | ||
| Salesmotion salesmotion.io | 9% | 11 | 320 | 4 | 11,256 | |||
| Apollo.io apollo.io | 4% | 1010 | 33,100 | 396 | 111,608 | 94 | 3 | |
| Amplemarket amplemarket.com | 2% | 25 | 3,600 | 8 | 12,067 | 8 | ||
| Lusha lusha.com | 2% | 280 | 12,100 | 893 | 52,570 | $11 | 57 | |
| Demandbase demandbase.com | 0% | 581 | 5,400 | 211 | 42,531 | 34 | 6 | |
| 6sense Sales Intelligence 6sense.com | 0% | 64 | 108,788 | $1,209 | 120 | |||
| LinkedIn linkedin.com LinkedIn Sales Navigator 0% | 0% | 147 | 11,100,000 | 77,031 | 331,033,472 company | $1,032 | 113 | |
| Clay clay.com | 0% | 287 | 135,000 | 168,089 | 294,056 | 11 |
Google's top ten for the two searches hold 11 sites; 6 of them are among the sites the models cited here (apollo.io, autobound.ai, demandbase.com, g2.com, pipeline.zoominfo.com, reddit.com). The first result for “b2b contact data and sales intelligence platform” is autobound.ai.
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 contact data and sales intelligence platform for an enterprise B2B company?”Paraphrase“Which B2B prospecting database would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade sales intelligence and contact data platforms and how do they differ?”Budget-constrained“What is the best B2B contact data and sales intelligence platform 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 contact data and sales intelligence platform. What should we look at?”Negative“Which sales intelligence and contact data platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5ZoomInfo SalesOSZoomInfo SalesOSHeldZoomInfo SalesOSagainst: 6sense Sales Intelligence, DemandbaseApollo.io, ZoomInfo SalesOSagainst: Cognismno first choiceagainst: Apollo.io
Two alternatives
Cognism, LandbaseOne alternative
AmplemarketGPT-5.4 miniZoomInfo SalesOSZoomInfo SalesOSHeldCognism, ZoomInfo SalesOSagainst: LushaCognismagainst: Apollo.ioApollo.io, Cognismagainst: Apollo.io, Cognism, HubSpot Breeze Intelligence, Hunter, Kaspr, LeadIQ, Lusha, RocketReach, Seamless.AI, Skrapp.io, ZoomInfo SalesOS
Three alternatives
Cognism, Demandbase, LinkedIn Sales NavigatorThree alternatives
Apollo.io, Cognism, D&B HooversFour alternatives
6sense Sales Intelligence, Apollo.io, HubSpot Breeze Intelligence, LinkedIn Sales NavigatorOne alternative
Salesforce Data CloudOne alternative
ZoomInfo SalesOSGemini 3.5 FlashCognism, ZoomInfo SalesOSagainst: Apollo.ioCognism, ZoomInfo SalesOSHeldZoomInfo SalesOSagainst: HubSpot Breeze IntelligenceCognismagainst: Apollo.io, ZoomInfo SalesOSCognism, ZoomInfo SalesOSagainst: Apollo.io, Lusha, RocketReach, Seamless.AI, ZoomInfo SalesOS
Two alternatives
Clay, LinkedIn Sales NavigatorFour alternatives
6sense Sales Intelligence, Clay, Demandbase, LinkedIn Sales NavigatorFour alternatives
6sense Sales Intelligence, Apollo.io, Clay, CognismTwo alternatives
Amplemarket, RevenueBaseTwo alternatives
Apollo.io, LushaPerplexity SonarZoomInfo SalesOSZoomInfo SalesOSHeldagainst: LushaZoomInfo SalesOSLushaagainst: ZoomInfo SalesOSno first choiceagainst: 6sense Sales Intelligence, Apollo.io, Gong, Seamless.AI, ZoomInfo SalesOS
Three alternatives
Amplemarket, Apollo.io, CognismTwo alternatives
Cognism, DemandbaseFive alternatives
6sense Sales Intelligence, Apollo.io, Clay, Cognism, DemandbaseGrok 4.20ZoomInfo SalesOSagainst: LushaZoomInfo SalesOSHeldagainst: 6sense Sales Intelligence, Apollo.io, Demandbase, LushaZoomInfo SalesOSagainst: Seamless.AISalesmotionagainst: 6sense Sales Intelligence, Amplemarket, Apollo.io, Cognism, Common RoomZoomInfo SalesOSagainst: Lusha, SalesIntel, Seamless.AI, ZoomInfo SalesOS
Five alternatives
6sense Sales Intelligence, Apollo.io, Cognism, Demandbase, LinkedIn Sales NavigatorTwo alternatives
Cognism, LinkedIn Sales NavigatorFour alternatives
6sense Sales Intelligence, Apollo.io, Cognism, DemandbaseTwo alternatives
UserGems, ZoomInfo SalesOSThree alternatives
6sense Sales Intelligence, Apollo.io, CognismMistral SmallZoomInfo SalesOSZoomInfo SalesOSHeldZoomInfo SalesOSAmplemarketagainst: Apollo.io, ZoomInfo SalesOSno first choiceagainst: Cognism, ZoomInfo SalesOS
Two alternatives
Apollo.io, CognismTwo alternatives
Apollo.io, CognismFour alternatives
6sense Sales Intelligence, Amplemarket, Apollo.io, CognismOne alternative
CognismDeepSeek V4 FlashZoomInfo SalesOSagainst: LushaZoomInfo SalesOSHeldagainst: Apollo.ioZoomInfo SalesOSCognismagainst: Apollo.io, LinkedIn Sales Navigator, ZoomInfo SalesOSZoomInfo SalesOSagainst: Apollo.ioagainst: 6sense Sales Intelligence, Apollo.io, Findem, LeadIQ, Lusha, SalesIntel, ZoomInfo SalesOS
Three alternatives
Apollo.io, Cognism, SalesIntelThree alternatives
6sense Sales Intelligence, Cognism, DemandbaseFour alternatives
6sense Sales Intelligence, Apollo.io, Cognism, DemandbaseTwo alternatives
Cognism, LushaLlama 4 MaverickZoomInfo SalesOSno first choiceChangedZoomInfo SalesOSno first choiceno first choiceagainst: ZoomInfo SalesOS
Two alternatives
Apollo.io, CognismQwen 3.7 FlashZoomInfo SalesOSagainst: Apollo.ioZoomInfo SalesOSHeldZoomInfo SalesOSagainst: InsideViewZoomInfo SalesOSagainst: LinkedIn Sales Navigatorno first choiceagainst: Apollo.io, LeadIQ, Lusha, SalesIntel, ZoomInfo SalesOS
One alternative
CognismTwo alternatives
Apollo.io, CognismThree alternatives
Apollo.io, Cognism, HubSpot Breeze IntelligenceThree alternatives
Apollo.io Organization/Enterprise, Cognism, HubSpot Breeze IntelligenceKimi K2ZoomInfo SalesOSZoomInfo SalesOSHeldagainst: Apollo.ioZoomInfo SalesOSSalesmotionagainst: 6sense Sales Intelligence, DemandbaseZoomInfo SalesOSagainst: Apollo.io, Clearview AI, Kaspr, LeadIQ, Lusha, RocketReach, Seamless.AI, ZoomInfo SalesOS
Three alternatives
6sense Sales Intelligence, Apollo.io, CognismThree alternatives
6sense Sales Intelligence, Demandbase, LinkedIn Sales NavigatorSeven alternatives
6sense Sales Intelligence, Amplemarket, Apollo.io, Cognism, Demandbase, Gong, LinkedIn Sales NavigatorThree alternatives
Apollo.io, Cognism, ZoomInfo SalesOSFour alternatives
6sense Sales Intelligence, Cognism, Demandbase, LinkedIn Sales NavigatorGLM 4.7 FlashXZoomInfo SalesOSZoomInfo SalesOSHeldZoomInfo SalesOSSalesmotionagainst: ZoomInfo SalesOSno first choiceagainst: Apollo.io, Bombora, Gong, Seamless.AI, Similarweb, ZoomInfo SalesOS
Four alternatives
Apollo.io, Cognism, HubSpot Breeze Intelligence, SalesmotionTwo alternatives
Apollo.io, LushaFive alternatives
6sense Sales Intelligence, Apollo.io, Clay, Cognism, DemandbaseTwo alternatives
Apollo.io, CognismMiniMax M2.5ZoomInfo SalesOSZoomInfo SalesOSHeldZoomInfo SalesOSSalesmotionagainst: 6sense Sales Intelligence, Cognism, Demandbase, ZoomInfo SalesOSZoomInfo SalesOSagainst: Cognism, Seamless.AI, ZoomInfo SalesOS
Four alternatives
Apollo.io, Cognism, Dealfront, LushaTwo alternatives
Demandbase, LinkedIn Sales NavigatorFour alternatives
6sense Sales Intelligence, Amplemarket, Apollo.io, CognismOne alternative
SalesIntelThree alternatives
Cognism, Demandbase, LushaBold 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 02:54 | yes | 6 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:48 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 22:57 | yes | 21 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 03:26 | 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 02:00 | yes | 0 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 05:04 | yes | 0 | 11 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:34 | yes | 0 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:03 | yes | 0 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:41 | yes | 0 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:02 | yes | 0 | 55 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:19 | yes | 0 | 86 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:27 | yes | 0 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:46 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:59 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:58 | yes | 11 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 05:03 | yes | 20 | 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 03:22 | yes | 0 | 5 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:08 | yes | 0 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:21 | yes | 0 | 36 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:19 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:04 | no | 0 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 22:54 | yes | 0 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:31 | yes | 0 | 19 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:05 | yes | 0 | 35 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:07 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 22:59 | yes | 6 | 12 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:59 | yes | 18 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 03:03 | yes | 20 | 12 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) | 2026-09-15 04:04 | yes | 0 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:02 | yes | 0 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 00:40 | yes | 0 | 24 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:57 | yes | 0 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:39 | no | 0 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:20 | yes | 0 | 58 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:34 | yes | 0 | 44 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:05 | yes | 0 | 19 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:42 | yes | 13 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:23 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:26 | yes | 16 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 02:48 | yes | 20 | 6 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 23:59 | yes | 0 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:08 | yes | 0 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:52 | yes | 0 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:22 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:09 | yes | 0 | 60 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:36 | yes | 0 | 78 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 05:01 | yes | 0 | 45 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:41 | yes | 0 | 42 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 05:07 | yes | 15 | 15 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:13 | yes | 5 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:23 | yes | 23 | 30 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 04:45 | yes | 19 | 9 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 01:53 | yes | 0 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:58 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:10 | yes | 0 | 44 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:55 | yes | 0 | 1 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:07 | no | 0 | 39 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:21 | yes | 0 | 55 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:39 | yes | 0 | 25 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:36 | yes | 0 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:13 | yes | 23 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:04 | yes | 0 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:19 | yes | 20 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 04:12 | yes | 20 | 6 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 00:47 | yes | 0 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:35 | yes | 0 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 22:54 | yes | 0 | 88 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:26 | yes | 0 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:44 | yes | 0 | 43 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:45 | yes | 0 | 115 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:22 | yes | 0 | 82 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:16 | yes | 0 | 29 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
6sense read as 6sense Sales Intelligence
HubSpot Breeze (Clearbit) read as HubSpot Breeze Intelligence
Saleshandy read as Saleshandy Lead Finder
Skrapp read as Skrapp.io
ZoomInfo read as ZoomInfo SalesOS
ZoomInfo (SalesOS & Copilot) read as ZoomInfo SalesOS
ZoomInfo (SalesOS) read as ZoomInfo SalesOS
Unresolved, counted raw
Apollo.io Organization/Enterprise
BizAI
Clearview AI
Findem
HubSpot data tools
Discontinued, still offered
No shut-down product was recommended here.