Data enrichment for small business buyers
Asked as “B2B data enrichment tool”, and as “lead and account enrichment service”, on behalf of a small B2B company. 42 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
76%
Clear leader
76Apollo.io12Snov.io02Amplemarket10others
76% 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 a small 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 small business.
All twenty-one head-to-head pages: the top seven products, each against each
Apollo.io vs CleanlistApollo.io vs Snov.ioApollo.io vs ZoomInfoClay vs AmplemarketClay vs CognismClay vs CleanlistClay vs Snov.ioClay vs ZoomInfoAmplemarket vs CognismAmplemarket vs CleanlistAmplemarket vs Snov.ioAmplemarket vs ZoomInfoCognism vs CleanlistCognism vs Snov.ioCognism vs ZoomInfoCleanlist vs Snov.ioCleanlist vs ZoomInfoSnov.io vs ZoomInfo
One product takes 76% of first choices here, so the chart would put nine 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. Three products carry a negative rate above 25% in this category.
What they warned about
Eight of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Llama 4 Maverick 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.
ZoomInfo87%
34 of 39 labels negative · 10 of 12 models · 17 hard negative
“High contract costs: Median $33,500/year... Cancellation difficulties... Even "major" tools like Apollo and ZoomInfo ship raw data that would bounce at 9-13%” GLM 4.7 FlashX, negative prompt
Apollo.io13%
8 of 62 labels negative · 8 of 12 models · 2 hard negative
“here are the B2B data enrichment tools small businesses should avoid or approach with caution: ## Major Tools with Significant Data Quality Issues ### 1. Apollo.io” GLM 4.7 FlashX, negative prompt
Clay29%
10 of 35 labels negative · 8 of 12 models · 2 hard negative
“requires RevOps engineering skills \u2014 steep learning curve for most small teams” DeepSeek V4 Flash, direct prompt
Cognism43%
12 of 28 labels negative · 5 of 12 models · 9 hard negative
“Very costly ($15,000+/year), phone-first for EMEA markets, not ideal for small US-focused teams” MiniMax M2.5, 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
22 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. 270 links across 91 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 · Demandbase12 answers · 12 citations · 3 models
vendor site · Amplemarket11 answers · 11 citations · 3 models
vendor site · SMARTe11 answers · 11 citations · 3 models
vendor site · Salesgenie10 answers · 10 citations · 3 models
vendor site · Salesmotion9 answers · 9 citations · 3 models
vendor site · Snov.io9 answers · 9 citations · 3 models
vendor site · Sparkle.io8 answers · 8 citations · 3 models
vendor site · Cleanlist6 answers · 9 citations · 2 models
vendor site · Sbl.so6 answers · 6 citations · 3 models
vendor site · Autobound5 answers · 5 citations · 2 models
5 answers · 5 citations · 3 models
5 answers · 5 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.
12 answers · 3 models
11 answers · 3 models
11 answers · 3 models
9 answers · 3 models
9 answers · 3 models
8 answers · 3 models
6 answers · 3 models
5 answers · 2 models
5 answers · 3 models
5 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 data enrichment tool”, “best b2b data enrichment tool”. 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 |
|---|---|---|---|---|---|---|---|
| Apollo.io apollo.io | 76% | 1010 | 33,100 | 396 | 111,608 | 94 | |
| Snov.io snov.io | 12% | 56 | 3,600 | 71 | 46,528 | 3 | |
| Lusha lusha.com | 2% | 280 | 12,100 | 893 | 52,570 | $11 | 57 |
| UpLead uplead.com | 2% | 83 | 3,600 | 57 | 15,339 | 7 | |
| Clay clay.com | 2% | 287 | 135,000 | 168,089 | 294,056 | 11 | |
| Amplemarket amplemarket.com | 2% | 25 | 3,600 | 8 | 12,067 | 8 | |
| Lead411 lead411.com | 2% | 15 | 1,600 | 29 | 79,355 | 4 | |
| HubSpot parent site HubSpot Breeze Intelligence 0% | 0% | 202 | 368,000 | 9,776 | |||
| Cleanlist cleanlist.ai | 0% | 22 | 1,900 | 0 | 16,279 | 3 | |
| Hunter hunter.io | 0% | 79 | 201,000 | 280,275 | 152,782 | 6 |
Google's top ten for the two searches hold 17 sites; 6 of them are among the sites the models cited here (autobound.ai, demandbase.com, salesgenie.com, salesmotion.io, smarte.pro, sparkle.io). The first result for “b2b data enrichment tool” is zapier.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 data enrichment tool for a small B2B company?”Paraphrase“Which lead and account enrichment service would you recommend to a small business that sells to other businesses?”Comparative“What are the top B2B data enrichment tools for a small team and how do they differ?”Budget-constrained“What is the best B2B data enrichment tool for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a B2B data enrichment tool. What should we look at?”Negative“Which B2B data enrichment tools should a small business avoid or be cautious about?”
Claude Haiku 4.5Apollo.ioSnov.ioChangedApollo.io, LushaApollo.io, Lead411against: Seamless.AIno first choiceagainst: 6sense, Apollo.io, Clay, Demandbase, HubSpot Breeze Intelligence, Pipl
Five alternatives
Clay, Cognism, HubSpot Breeze Intelligence, Lusha, Snov.ioFour alternatives
Apollo.io, Cleanlist, HubSpot Breeze Intelligence, LushaOne alternative
AdaptTwo alternatives
ContactOut, Snov.ioGPT-5.4 miniApollo.ioApollo.ioHeldagainst: ZoomInfoApollo.ioagainst: ZoomInfoApollo.ioagainst: HubSpot Breeze Intelligenceno first choicenothing named
Two alternatives
FullEnrich, UpLeadTwo alternatives
Cognism, HubSpot Breeze IntelligenceThree alternatives
Cognism, HubSpot Breeze Intelligence, HunterOne alternative
HunterGemini 3.5 FlashApollo.ioagainst: ZoomInfoApollo.ioHeldagainst: 6sense, ZoomInfoApollo.io, Clayagainst: ZoomInfoApollo.ioClayagainst: ZoomInfoagainst: 6sense, Demandbase, Seamless.AI, ZoomInfo
Three alternatives
Clay, HubSpot Breeze Intelligence, LushaThree alternatives
Clay, HubSpot Breeze Intelligence, UpLeadThree alternatives
HubSpot Breeze Intelligence, Hunter, LushaFour alternatives
Clay, Findymail, Lusha, ProspeoThree alternatives
Apollo.io, Cognism, HubSpot Breeze IntelligencePerplexity SonarApollo.ioUpLeadChangedApollo.ioagainst: ZoomInfoApollo.iono first choiceagainst: Apollo.io, Clay, Cognism, Dealfront, Lusha, ZoomInfo
Four alternatives
Lead411, Lusha, Snov.io, UpLeadOne alternative
Apollo.ioFour alternatives
Clay, Cognism, HubSpot Breeze Intelligence, LushaThree alternatives
Datanyze, Lusha, Snov.ioGrok 4.20Apollo.ioagainst: Cognism, ZoomInfoApollo.ioHeldApollo.ioagainst: Cognism, ZoomInfoApollo.io, Snov.ioagainst: Cognism, ZoomInfono first choiceagainst: ZoomInfoagainst: Apollo.io, Clay, Cognism, ZoomInfo
Five alternatives
Clay, HubSpot Breeze Intelligence, Lusha, Snov.io, UpLeadThree alternatives
Lusha, Snov.io, UpLeadFive alternatives
Clay, Cleanlist, Lusha, Snov.io, UpLeadTwo alternatives
Cleanlist, LushaFive alternatives
Apollo.io, Cleanlist, Cognism, HubSpot Breeze Intelligence, LushaMistral SmallApollo.ioApollo.ioHeldagainst: HubSpot Breeze IntelligenceAmplemarketApollo.iono first choiceagainst: Apollo.io, Clay, HubSpot Breeze Intelligence, People Data Labs, Seamless.AI, ZoomInfo
Three alternatives
HubSpot Breeze Intelligence, Lusha, Snov.ioFour alternatives
Clay, HubSpot Breeze Intelligence, Lusha, Snov.ioFive alternatives
Apollo.io, CUFinder, Clay, HubSpot Breeze Intelligence, LushaFour alternatives
LeadIQ, Lusha, Snov.io, UpLeadDeepSeek V4 FlashApollo.ioagainst: 6sense, Clay, Cognism, Demandbase, ZoomInfoApollo.ioHeldagainst: 6sense, Clay, Cognism, Demandbase, ZoomInfoApollo.io, Snov.ioApollo.ioagainst: 6sense, Cognism, Demandbase, ZoomInfono first choiceagainst: ZoomInfoagainst: 6sense, Apollo.io, Clay, Demandbase, Kaspr, Lusha, ZoomInfo
Three alternatives
Lusha, Snov.io, UpLeadTwo alternatives
Cleanlist, LushaSix alternatives
Clay, Cleanlist, HubSpot Breeze Intelligence, Lusha, Prospeo, UpLeadFour alternatives
Cleanlist, GetProspect, Lusha, Snov.ioFive alternatives
Apollo.io, Breeze, Clay, Lusha, Snov.ioLlama 4 MaverickAmplemarketSnov.ioChangedApollo.ioApollo.iono first choicenothing named
One alternative
BookYourDataFour alternatives
Apollo.io, HubSpot Breeze Intelligence, Lusha, Sbl.soTwo alternatives
Clay, ZoomInfoFour alternatives
Cleanlist, Lead411, Snov.io, TombaQwen 3.7 FlashApollo.ioApollo.ioHeldagainst: ZoomInfoApollo.ioApollo.ioagainst: ClayApollo.io, Lushaagainst: ZoomInfoagainst: HubSpot Breeze Intelligence, ZoomInfo
Four alternatives
Clay, Cognism, Lusha, Snov.ioThree alternatives
Clay, HubSpot Clearbit Reveal, LushaFour alternatives
Amplemarket, Clay, HubSpot Breeze Intelligence, Snov.ioOne alternative
Snov.ioFour alternatives
Cognism, HubSpot Breeze Intelligence, Hunter, SnovioKimi K2Apollo.ioagainst: Cognism, ZoomInfoApollo.ioHeldagainst: Clay, ZoomInfoApollo.ioagainst: 6sense, Amplemarket, Cognism, Demandbase, LeadGenius, ZoomInfoSnov.ioagainst: ZoomInfoApollo.io, Snov.ioagainst: ZoomInfoagainst: Apollo.io, Cognism, Crunchbase, Kaspr, RocketReach, Snov.io, ZoomInfo
Four alternatives
Cleanlist, HubSpot Breeze Intelligence, Lusha, RocketReachFour alternatives
Cleanlist, HubSpot Breeze Intelligence, Lusha, Snov.ioSix alternatives
Clay, Datanyze, HubSpot Breeze Intelligence, Hunter, Lusha, Snov.ioThree alternatives
Apollo.io, Datanyze, RocketReachTwo alternatives
Clay, CognismGLM 4.7 FlashXApollo.ioApollo.ioHeldagainst: ZoomInfoApollo.io, Snov.ioagainst: ZoomInfoApollo.iono first choiceagainst: Apollo.io, Lusha, Seamless.AI, ZoomInfo
Four alternatives
BookYourData, Clay, HubSpot Breeze Intelligence, LushaThree alternatives
Cognism, HubSpot Breeze Intelligence, LushaFour alternatives
Clay, Cleanlist, HubSpot Breeze Intelligence, LushaTwo alternatives
HubSpot Breeze Intelligence, Snov.ioMiniMax M2.5no first choiceApollo.ioChangedagainst: ZoomInfoApollo.ioApollo.iono first choiceagainst: Apollo.io, Clay, Cognism, HubSpot Breeze Intelligence, People Data Labs, ZoomInfo
Three alternatives
Clay, HubSpot Breeze Intelligence, UpLeadFour alternatives
BookYourData, Cleanlist, HubSpot Breeze Intelligence, LushaThree alternatives
HubSpot Breeze Intelligence, Hunter, 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 00:04 | yes | 8 | 6 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:27 | yes | 2 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:19 | yes | 17 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 01:00 | yes | 20 | 4 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 02:57 | yes | 0 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:27 | yes | 0 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 03:26 | yes | 0 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:38 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:06 | yes | 0 | 46 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:16 | yes | 0 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:59 | yes | 0 | 35 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:05 | no | 0 | 3 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 22:55 | yes | 7 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:46 | yes | 4 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:11 | yes | 9 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 03:31 | yes | 20 | 4 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 01:08 | yes | 0 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:29 | yes | 0 | 8 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:02 | yes | 0 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:40 | yes | 0 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:35 | no | 0 | 40 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:39 | yes | 0 | 35 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:52 | yes | 0 | 14 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:14 | yes | 0 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:07 | yes | 6 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:06 | yes | 7 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:10 | yes | 14 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 01:28 | yes | 20 | 9 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 02:32 | yes | 0 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:00 | yes | 0 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 04:26 | yes | 0 | 42 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:31 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:45 | yes | 0 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:09 | yes | 0 | 57 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:33 | yes | 0 | 27 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:34 | yes | 0 | 16 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:10 | yes | 8 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:06 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:04 | yes | 19 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-14 23:52 | yes | 20 | 4 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) | 2026-09-15 04:46 | yes | 0 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:01 | yes | 0 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 01:57 | yes | 0 | 13 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:31 | yes | 0 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:30 | yes | 0 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:35 | yes | 0 | 32 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:34 | yes | 0 | 64 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 05:07 | yes | 0 | 9 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:08 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:56 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:27 | yes | 10 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 01:18 | yes | 20 | 7 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 04:09 | yes | 0 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:11 | no | 0 | 12 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-14 23:38 | yes | 0 | 21 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:44 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:40 | no | 0 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:10 | yes | 0 | 33 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:16 | yes | 0 | 182 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:17 | yes | 0 | 16 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:07 | yes | 14 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:48 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:46 | yes | 18 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 02:30 | yes | 20 | 9 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 03:41 | yes | 0 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:57 | yes | 0 | 12 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:24 | yes | 0 | 47 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 22:56 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:32 | yes | 0 | 53 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:48 | yes | 0 | 53 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 05:05 | yes | 0 | 36 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:12 | yes | 0 | 25 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
HubSpot Breeze read as HubSpot Breeze Intelligence
HubSpot Breeze (Clearbit) read as HubSpot Breeze Intelligence
HubSpot Breeze (formerly Clearbit) read as HubSpot Breeze Intelligence
Unresolved, counted raw
HubSpot Clearbit Reveal
Pipl
Discontinued, still offered
No shut-down product was recommended here.