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. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
81%
Clear leader
81Apollo.io05Clay04HubSpot Breeze Intelligence11others
81% of first choices, clear leader.
Since October 2026▲+4Since October 2026: 77% → 81%, +4 points. Inside the 11-point floor: within noise.Apollo.io held the lead, +4 points on 77%, 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.io81%Clear leader▲+4Since October 2026: 77% → 81%, +4 points. Inside the 11-point floor: within noise.This pageMid-marketApollo.io63%Clear leader▼−10Since October 2026: 73% → 63%, −10 points. Inside the 11-point floor: within noise.Standing →Enterprise
ZoomInfo57%Clear leader▼−5Since October 2026: 62% → 57%, −5 points. Inside the 11-point floor: within noise.Standing →
Apollo.io81%Clear leader▲+4Since October 2026: 77% → 81%, +4 points. Inside the 11-point floor: within noise.This pageMid-marketApollo.io63%Clear leader▼−10Since October 2026: 73% → 63%, −10 points. Inside the 11-point floor: within noise.Standing →EnterpriseZoomInfo57%Clear leader▼−5Since October 2026: 62% → 57%, −5 points. Inside the 11-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Apollo.io81%9%78endorsed leader▲+4Since October 2026: 77% → 81%, +4 points. Inside the 11-point floor: within noise.77% → 81%
Apollo.io81%9%78endorsed leader▲+4Since October 2026: 77% → 81%, +4 points. Inside the 11-point floor: within noise.77% → 81%02
Clay5%18%60accepted challenger▼−1Since October 2026: 6% → 5%, −1 point. Inside the 11-point floor: within noise.6% → 5%
Clay5%18%60accepted challenger▼−1Since October 2026: 6% → 5%, −1 point. Inside the 11-point floor: within noise.6% → 5%03
Lusha4%8%61accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Lusha4%8%61accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%04
Snov.io4%6%31accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 11-point floor: within noise.8% → 4%
Snov.io4%6%31accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 11-point floor: within noise.8% → 4%05
HubSpot Breeze Intelligence4%27%48criticized challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
HubSpot Breeze Intelligence4%27%48criticized challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%06
Hunter2%0%23accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Hunter2%0%23accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the three products at 0%, ordered by negative rate
09ZoomInfo0%86%56criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
ZoomInfo0%86%56criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Cognism0%51%41criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Cognism0%51%41criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
UpLead0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
UpLead0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All six head-to-head pages: the top four products, each against each
One product takes 81% of first choices here, so the chart would put eight 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
Eleven of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Grok 4.20 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.
ZoomInfo86%
48 of 56 labels negative · 14 of 14 models · 26 hard negative
“Avoid ZoomInfo for now: While ZoomInfo has high-quality enterprise data, their long-term contracts and high annual minimums ... make them unsuited for most budget-conscious small businesses.” Gemini 3.5 Flash, paraphrase prompt
Cognism51%
21 of 41 labels negative · 10 of 14 models · 10 hard negative
“High costs (custom enterprise pricing, often $10K+), and while it's GDPR-compliant ... US data quality is frequently criticized as inconsistent or outdated.” Grok 4.20, negative prompt
HubSpot Breeze Intelligence27%
13 of 48 labels negative · 10 of 14 models · 2 hard negative
“Other Enterprise-Tier Tools Generally Not Recommended for SMBs” MiniMax M2.5, negative prompt
Clay18%
11 of 60 labels negative · 7 of 14 models · 3 hard negative
“Avoid it unless someone can manage enrichment workflows and monitor usage.” Perplexity Sonar, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
74 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. 733 links across 193 sites, every framing counted. Ranked by the number of answers carrying the site or page. 31 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 · Albato27 answers · 27 citations · 9 models
publisher (Gane)26 answers · 26 citations · 9 models
vendor site · Miniloop23 answers · 23 citations · 9 models
vendor site · Zapier22 answers · 22 citations · 12 models
vendor site · Apollo.io17 answers · 21 citations · 8 models
vendor site · Lemlist17 answers · 17 citations · 8 models
vendor site · Snov.io14 answers · 16 citations · 7 models
vendor site · Coffee12 answers · 17 citations · 8 models
vendor site · CUFinder12 answers · 16 citations · 7 models
vendor site · Clay11 answers · 14 citations · 6 models
vendor site · Salespanel11 answers · 11 citations · 6 models
vendor site · Smartlead11 answers · 11 citations · 6 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
27 answers · 9 models
26 answers · 9 models
22 answers · 9 models
22 answers · 12 models
16 answers · 8 models
13 answers · 6 models
11 answers · 7 models
11 answers · 6 models
10 answers · 7 models
9 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 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 | 81% | 1010 | 33,100 | 396 | 111,608 | 94 | |
| Clay clay.com | 5% | 287 | 135,000 | 168,089 | 294,056 | 11 | |
| Lusha lusha.com | 4% | 280 | 12,100 | 893 | 52,570 | $11 | 57 |
| Snov.io snov.io | 4% | 56 | 3,600 | 71 | 46,528 | 3 | |
| HubSpot parent site HubSpot Breeze Intelligence 4% | 4% | 202 | 368,000 | 9,776 | |||
| Hunter hunter.io | 2% | 79 | 201,000 | 280,275 | 152,782 | 6 | |
| Knock knock.app | 2% | 52 | 33,100 | 94,585 | 7,075 | 0 | |
| UpLead uplead.com | 0% | 83 | 3,600 | 57 | 15,339 | 7 | |
| Prospeo prospeo.io | 0% | 134 | 2,400 | 19 | 403,704 | 14 | |
| BetterContact bettercontact.rocks | 0% | 8 |
Google's top ten for the two searches hold 17 sites; 3 of them are among the sites the models cited here (coffee.ai, miniloop.ai, zapier.com). 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.io, Knock, LushaApollo.ioChangedApollo.ioApollo.iono first choiceagainst: 6sense, HubSpot Breeze Intelligence, ZoomInfo
Three alternatives
Clay, Hunter, Snov.ioThree alternatives
Hunter, Lusha, Snov.ioFive alternatives
Clay, Cognism, Knock, Lusha, Snov.ioThree alternatives
BookYourData, Hunter, LushaGPT-5.4 miniApollo.ioApollo.ioHeldagainst: ZoomInfoApollo.io, Lushaagainst: ZoomInfoApollo.ioagainst: HubSpot Breeze Intelligenceno first choicenothing named
Two alternatives
HubSpot Breeze Intelligence, LushaTwo alternatives
HubSpot Breeze Intelligence, HunterThree alternatives
Clay, Cognism, HubSpot Breeze IntelligenceOne alternative
LushaGemini 3.5 FlashApollo.ioagainst: Cognism, ZoomInfoApollo.ioHeldagainst: ZoomInfoApollo.ioApollo.ioagainst: Cognism, ZoomInfoApollo.ioagainst: ZoomInfoagainst: Dun & Bradstreet, Enlyft, Fiverr, HubSpot Breeze Intelligence, ZoomInfo
Four alternatives
Clay, HubSpot Breeze Intelligence, Lusha, UpLeadThree alternatives
Clay, HubSpot Breeze Intelligence, LushaFive alternatives
Clay, HubSpot Breeze Intelligence, Hunter, Lusha, UpLeadSix alternatives
Clay, Hunter, Kaspr, Lusha, Snov.io, UpLeadThree alternatives
Clay, Cognism, HubSpot Breeze IntelligencePerplexity SonarApollo.ioagainst: ZoomInfoApollo.ioHeldagainst: ZoomInfoApollo.ioagainst: ZoomInfoApollo.ioagainst: Clay, Demandbase, ZoomInfono first choiceagainst: Apollo.io, Clay, Demandbase, HubSpot Breeze Intelligence, Lusha, Seamless.AI, Snov.io, ZoomInfo
Five alternatives
Clay, Cognism, HubSpot Breeze Intelligence, Lusha, Snov.ioFour alternatives
Clay, Hunter, Lusha, UpLeadSix alternatives
Clay, Cognism, HubSpot Breeze Intelligence, Hunter, Lusha, Snov.ioFour alternatives
HubSpot Breeze Intelligence, Hunter, Lusha, Snov.ioGrok 4.20Apollo.ioagainst: Clay, Cognism, HubSpot Breeze Intelligence, ZoomInfoClayChangedagainst: Cognism, HubSpot Breeze Intelligence, ZoomInfoApollo.ioagainst: Cognism, Datanyze, ZoomInfoApollo.ioagainst: Clay, Cognism, ZoomInfoApollo.io, Clay, HubSpot Breeze Intelligence, Lushaagainst: ZoomInfoagainst: 6sense, Apollo.io, Cognism, Datanyze, Demandbase, HubSpot Breeze Intelligence, Leadspace, Lusha, Snov.io, ZoomInfo
Two alternatives
Lusha, UpLeadTwo alternatives
Apollo.io, UpLeadFour alternatives
Clay, HubSpot Breeze Intelligence, Lusha, Snov.ioTwo alternatives
Lusha, Snov.ioOne alternative
UpLeadMistral SmallApollo.ioApollo.ioHeldApollo.ioagainst: ZoomInfoApollo.ioagainst: Clay, ZoomInfono first choiceagainst: 6sense, Cognism, Crunchbase, Demandbase, FullEnrich, ZoomInfo
Three alternatives
Clay, Snov.io, folk CRMTwo alternatives
Clay, LushaFour alternatives
Clay, Cognism, HubSpot Breeze Intelligence, LushaTwo alternatives
Lusha, Snov.ioDeepSeek V4 FlashApollo.ioagainst: Cognism, ZoomInfoApollo.ioHeldagainst: Clay, ZoomInfoApollo.ioApollo.ioagainst: Clay, Cognism, ZoomInfoApollo.io, Clayagainst: ZoomInfoagainst: Apollo.io, ContactOut, Lusha, ZoomInfo
Three alternatives
Clay, HubSpot Breeze Intelligence, LushaFive alternatives
Cognism, GrowMeOrganic, HubSpot Breeze Intelligence, Kaspr, Snov.ioFour alternatives
Clay, HubSpot Breeze Intelligence, Lusha, Snov.ioThree alternatives
Lusha, Prospeo, Snov.ioLlama 4 MaverickApollo.ioApollo.ioHeldApollo.ioagainst: ZoomInfoApollo.iono first choiceagainst: Apollo.io, Cognism, ZoomInfo
Three alternatives
Clay, Lusha, Snov.ioThree alternatives
Clay, Lusha, Snov.ioThree alternatives
Clay, Lusha, Snov.ioQwen 3.7 FlashApollo.ioagainst: Cognism, HubSpot Breeze Intelligence, ZoomInfoApollo.ioHeldagainst: ZoomInfoApollo.ioagainst: CognismApollo.ioagainst: ZoomInfono first choiceagainst: ZoomInfoagainst: Clevenio, Lusha, ZoomInfo
Three alternatives
Clay, Lusha, Snov.ioTwo alternatives
Clay, CognismThree alternatives
Clay, HubSpot Breeze Intelligence, LushaThree alternatives
Clay, HubSpot Breeze Intelligence, LushaThree alternatives
Clay, HubSpot Breeze Intelligence, SnowballKimi K2Apollo.ioApollo.ioHeldagainst: Cognism, HubSpot Breeze Intelligence, ZoomInfoApollo.ioagainst: Cognism, ZoomInfoApollo.ioagainst: 6sense, Cognism, Demandbase, ZoomInfoApollo.ioagainst: ZoomInfoagainst: Apollo.io, RocketReach, Seamless.AI, ZoomInfo
Four alternatives
BetterContact, Clay, Findymail, LushaThree alternatives
Clay, Lusha, Snov.ioThree alternatives
Clay, HubSpot Breeze Intelligence, LushaTwo alternatives
Snov.io, SyncGTMThree alternatives
Clay, Cognism, ProspeoGLM 4.7 FlashXApollo.ioagainst: Cognism, ZoomInfoApollo.ioHeldApollo.ioagainst: ZoomInfoApollo.ioApollo.ioagainst: Clay, FullEnrich, HubSpot Breeze Intelligence, People Data Labs, Seamless.AI, ZoomInfo
Four alternatives
Clay, HubSpot Breeze Intelligence, Lusha, SalesgearOne alternative
HubSpot Breeze IntelligenceEight alternatives
Clay, Cognism, HubSpot Breeze Intelligence, Lead411, Lusha, People Data Labs, RocketReach, Snov.ioFour alternatives
Datanyze, HubSpot Breeze Intelligence, Hunter, LushaTwo alternatives
Clearbit Breeze, CoffeeMiniMax M2.5Apollo.io, Snov.ioApollo.io, HunterChangedApollo.ioApollo.io, Snov.ioHubSpot Breeze Intelligenceagainst: Cognism, HubSpot Breeze Intelligence, LinkedIn Sales Navigator, ZoomInfo
Three alternatives
BetterContact, Lusha, ProspeoTwo alternatives
HubSpot Breeze Intelligence, ZoomInfoFour alternatives
Clay, HubSpot Breeze Intelligence, Lusha, SkrappFour alternatives
Crustdata, Lusha, Skrapp, SmartReach.ioThree alternatives
Apollo.io, Hunter, ZoomInfoGPT-6 LunaApollo.ioApollo.ioHeldApollo.ioApollo.ioagainst: Clayno first choiceagainst: Apollo.io, Clay, Lusha, Seamless.AI, ZoomInfo
Two alternatives
Clay, HubSpot Breeze IntelligenceOne alternative
LushaThree alternatives
Clay, HubSpot Breeze Intelligence, LushaOne alternative
HunterMuse Glimmer 30BApollo.ioApollo.ioHeldagainst: HubSpot Breeze Intelligence, ZoomInfoApollo.ioagainst: Cognism, ZoomInfoApollo.ioagainst: Cognism, HubSpot Breeze Intelligence, ZoomInfono first choiceagainst: 6sense, Apollo.io, Clay, Cognism, Crunchbase, Demandbase, ZoomInfo
Three alternatives
Clay, Lusha, folk CRMTwo alternatives
Clay, CognismSix alternatives
Clay, Databar.ai, HubSpot Breeze Intelligence, Lusha, Prospeo, Snov.ioThree alternatives
Lusha, Snov.io, TombaBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:42 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:43 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:41 | no | 0 | 12 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 15:32 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:13 | yes | 15 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:23 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:38 | yes | 20 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:13 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:56 | yes | 5 | 12 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:07 | yes | 5 | 15 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:27 | yes | 14 | 49 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:23 | yes | 5 | 21 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:59 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:13 | yes | 10 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:52 | yes | 10 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:20 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:47 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 13:24 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:19 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:16 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:16 | yes | 15 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:19 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:06 | yes | 5 | 20 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:23 | yes | 20 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:18 | yes | 9 | 11 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:22 | no | 0 | 13 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:19 | yes | 2 | 9 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:50 | yes | 15 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:59 | yes | 10 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:16 | yes | 5 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:51 | no | 0 | 16 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:37 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:06 | yes | 5 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:47 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:23 | yes | 23 | 33 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:27 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:04 | yes | 5 | 19 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:39 | yes | 15 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:26 | yes | 10 | 294 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:21 | yes | 5 | 35 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:43 | yes | 6 | 34 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:11 | yes | 15 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:27 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:53 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:25 | yes | 10 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 13:22 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:51 | yes | 5 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:19 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:00 | yes | 18 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:46 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:50 | yes | 5 | 18 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:21 | yes | 15 | 18 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:14 | yes | 8 | 63 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:35 | yes | 5 | 27 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:06 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:52 | yes | 12 | 15 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:54 | no | 0 | 10 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:28 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:04 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 15:56 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:16 | yes | 14 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:38 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:20 | yes | 20 | 27 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:09 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:36 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:48 | yes | 15 | 22 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:24 | yes | 20 | 55 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:41 | yes | 5 | 21 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:23 | yes | 1 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:32 | yes | 15 | 28 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:32 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:41 | yes | 6 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:37 | no | 0 | 15 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 14:43 | yes | 10 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:57 | yes | 10 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:42 | yes | 14 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:32 | yes | 25 | 42 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:40 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:47 | yes | 10 | 26 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:20 | yes | 25 | 58 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:26 | yes | 25 | 54 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:23 | yes | 15 | 42 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:41 | yes | 6 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:32 | yes | 12 | 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.
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Category-scoped readings
HubSpot read as HubSpot Breeze Intelligence
HubSpot Breeze read as HubSpot Breeze Intelligence
Unresolved, counted raw
Clearbit Breeze
Clevenio
GrowMeOrganic
Snowball
Discontinued, still offered
No shut-down product was recommended here.