Data enrichment
Asked as “B2B data enrichment tool”, and as “lead and account enrichment service”, on behalf of a mid-market B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
63%
Clear leader
63Apollo.io27Clay02HubSpot Breeze Intelligence08others
63% of first choices, clear leader.
Since October 2026▼−10Since October 2026: 73% → 63%, −10 points. Inside the 11-point floor: within noise.Apollo.io held the lead, −10 points on 73%, 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.Standing →Mid-marketApollo.io63%Clear leader▼−10Since October 2026: 73% → 63%, −10 points. Inside the 11-point floor: within noise.This pageEnterprise
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.Standing →Mid-marketApollo.io63%Clear leader▼−10Since October 2026: 73% → 63%, −10 points. Inside the 11-point floor: within noise.This pageEnterpriseZoomInfo57%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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Apollo.io63%17%75endorsed leader▼−10Since October 2026: 73% → 63%, −10 points. Inside the 11-point floor: within noise.73% → 63%
Apollo.io63%17%75endorsed leader▼−10Since October 2026: 73% → 63%, −10 points. Inside the 11-point floor: within noise.73% → 63%02
Clay27%20%56accepted challenger▲+21Since October 2026: 6% → 27%, +21 points. Past the 11-point floor: movement.6% → 27%
Clay27%20%56accepted challenger▲+21Since October 2026: 6% → 27%, +21 points. Past the 11-point floor: movement.6% → 27%03
HubSpot Breeze Intelligence2%10%48accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
HubSpot Breeze Intelligence2%10%48accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%04ZoomInfo2%42%57criticized challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise.6% → 2%
ZoomInfo2%42%57criticized challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise.6% → 2%Show the five products at 0%, ordered by negative rate
09
Seamless.AI0%45%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Seamless.AI0%45%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
Lusha0%21%39accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Lusha0%21%39accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%08
People Data Labs0%13%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
People Data Labs0%13%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%05
Cognism0%13%53accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Cognism0%13%53accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%07
Hunter0%5%20accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Hunter0%5%20accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 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.
All six head-to-head pages: the top four products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
010203040506070809Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative80%
Key
01Apollo.io63%
Apollo.io63%02Clay27%
Clay27%03HubSpot Breeze Intelligence2%
HubSpot Breeze Intelligence2%04ZoomInfo2%
ZoomInfo2%05Cognism0%
Cognism0%06Lusha0%
Lusha0%07Hunter0%
Hunter0%08People Data Labs0%
People Data Labs0%09Seamless.AI0%
Seamless.AI0%What they warned about
Eight of fourteen models held their first choice under the paraphrase. Gemini 3.5 Flash, DeepSeek V4 Flash, Llama 4 Maverick, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna 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.
Apollo.io17%
13 of 75 labels negative · 12 of 14 models · 2 hard negative
“Widespread reports of inaccurate/outdated contact data ... BBB complaints about unauthorized distribution of personal phone numbers” Grok 4.20, negative prompt
ZoomInfo42%
24 of 57 labels negative · 10 of 14 models · 9 hard negative
“High volume of BBB complaints ... Multiple lawsuits ... Reviews criticize inaccurate data, poor usability, long contracts, high costs” Grok 4.20, negative prompt
Clay20%
11 of 56 labels negative · 7 of 14 models · 1 hard negative
“Avoid ZoomInfo ($15K+/year), Clay ($167–185+/month)” DeepSeek V4 Flash, budget prompt
Cognism13%
7 of 53 labels negative · 6 of 14 models · 3 hard negative
“Avoid enterprise-heavy tools like ZoomInfo ($15K+/yr), Cognism (quote-based, high for non-EU focus)” Grok 4.20, budget 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
71 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. 736 links across 205 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 · Coffee26 answers · 33 citations · 10 models
19 answers · 24 citations · 10 models
vendor site · Demandbase17 answers · 18 citations · 9 models
vendor site · Lemlist16 answers · 16 citations · 8 models
14 answers · 16 citations · 9 models
vendor site · Prospeo14 answers · 15 citations · 7 models
vendor site · Salespanel14 answers · 14 citations · 8 models
vendor site · Apollo.io13 answers · 15 citations · 7 models
vendor site · Miniloop13 answers · 15 citations · 8 models
vendor site · Snov.io13 answers · 13 citations · 6 models
12 answers · 17 citations · 10 models
vendor site · PredictLeads12 answers · 12 citations · 7 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.
17 answers · 9 models
16 answers · 8 models
13 answers · 8 models
13 answers · 6 models
12 answers · 7 models
12 answers · 9 models
12 answers · 7 models
11 answers · 7 models
11 answers · 7 models
10 answers · 6 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 | 63% | 1010 | 33,100 | 396 | 111,608 | 94 | |
| Clay clay.com | 27% | 287 | 135,000 | 168,089 | 294,056 | 11 | |
| HubSpot parent site HubSpot Breeze Intelligence 2% | 2% | 202 | 368,000 | 9,776 | |||
| Snov.io snov.io | 2% | 56 | 3,600 | 71 | 46,528 | 3 | |
| ZoomInfo zoominfo.com | 2% | 542 | 135,000 | 1,810 | 6,376,738 | $1,140 | 120 |
| Leadspace leadspace.com | 2% | 39 | 210 | 5 | 633 | ||
| Reverse Contact reversecontact.com | 2% | 2 | |||||
| Cognism cognism.com | 0% | 349 | 3,600 | 68 | 48,685 | 15 | |
| Lusha lusha.com | 0% | 280 | 12,100 | 893 | 52,570 | $11 | 57 |
| Hunter hunter.io | 0% | 79 | 201,000 | 280,275 | 152,782 | 6 |
Google's top ten for the two searches hold 17 sites; 3 of them are among the sites the models cited here (coffee.ai, demandbase.com, miniloop.ai). 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 mid-market B2B company?”Paraphrase“Which lead and account enrichment service would you recommend to a mid-sized B2B company?”Comparative“What are the top B2B data enrichment tools and how do they differ?”Budget-constrained“What is the best B2B data enrichment tool for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a B2B data enrichment tool. What should we look at?”Negative“Which B2B data enrichment tools should I avoid or be cautious about?”
Claude Haiku 4.5Apollo.ioApollo.ioHeldCleanlistagainst: ClayApollo.iono first choiceagainst: Apollo.io, FullContact
Two alternatives
Cognism, ZoomInfoFour alternatives
HubSpot Breeze Intelligence, Hunter, RocketReach, ZoomInfoFour alternatives
Apollo.io, Cognism, HubSpot Breeze Intelligence, ZoomInfoFive alternatives
Adapt, FullEnrich, Hunter, Lusha, Snov.ioGPT-5.4 miniApollo.ioApollo.ioHeldZoomInfoApollo.ioagainst: Cognism, ZoomInfono first choiceagainst: Apollo.io, D&B Hoovers, Seamless.AI
Five alternatives
Cognism, HubSpot Breeze Intelligence, HubSpot-native enrichment, People Data Labs, ZoomInfoFour alternatives
Cognism, Dun & Bradstreet, HubSpot Breeze Intelligence, ZoomInfoThree alternatives
Apollo.io, HubSpot Breeze Intelligence, LushaTwo alternatives
Hunter, LushaGemini 3.5 FlashClayagainst: ZoomInfoApollo.ioChangedagainst: ZoomInfoClay, ZoomInfoApollo.iono first choiceagainst: Data Axle, Dun & Bradstreet, Fiverr, Kaspr, Lusha, RocketReach, Upwork, ZoomInfo
Three alternatives
Apollo.io, Cognism, HubSpot Breeze IntelligenceThree alternatives
Clay, Cognism, HubSpot Breeze IntelligenceFive alternatives
Apollo.io, Cognism, HubSpot Breeze Intelligence, Lusha, UpLeadFive alternatives
Clay, Hunter, Lusha, Snov.io, UpLeadPerplexity SonarClayagainst: ZoomInfoClayHeldZoomInfoagainst: FullEnrichApollo.ioagainst: Clayno first choiceagainst: Apollo.io, BetterContact, Clay, Findymail, FullEnrich, Lusha, People Data Labs, Seamless.AI, ZoomInfo
Three alternatives
Apollo.io, Cognism, HubSpot Breeze IntelligenceFour alternatives
Apollo.io, Cognism, FullEnrich, ZoomInfoEight alternatives
6sense, Apollo.io, Clay, Cognism, Demandbase, HubSpot Breeze Intelligence, Hunter, People Data LabsThree alternatives
Hunter, Lusha, Snov.ioGrok 4.20Clayagainst: ZoomInfoClayHeldagainst: ZoomInfoApollo.io, Cognism, ZoomInfoApollo.io, Snov.ioagainst: Clay, Cognism, ZoomInfono first choiceagainst: Apollo.io, Artisan, Hunter, Kaspr, Lusha, ZoomInfo
Two alternatives
Apollo.io, CognismThree alternatives
Apollo.io, Cognism, HubSpot Breeze IntelligenceFive alternatives
Clay, HubSpot Breeze Intelligence, Lusha, People Data Labs, SalesIntelTwo alternatives
Findymail, LushaMistral SmallApollo.io, ClayApollo.io, ClayHeldagainst: ZoomInfono first choiceHubSpot Breeze Intelligence, Reverse Contactno first choiceagainst: Apollo.io, Clay, Cognism, ZoomInfo
Two alternatives
Cognism, HubSpot Breeze IntelligenceThree alternatives
Cognism, Kaspr, LushaThree alternatives
Clay, Datanyze, PipecornDeepSeek V4 FlashApollo.io, ClayApollo.ioChangedagainst: ZoomInfoZoomInfoApollo.ioagainst: Clay, Cognism, ZoomInfono first choiceagainst: Apollo.io, Clay, Cognism, HubSpot Breeze Intelligence, Lusha, ZoomInfoagainst: AeroLeads / GetProspect, Apollo.io, Clay, Datagma, Lusha, RocketReach, Seamless.AI, ZoomInfo
Three alternatives
Cognism, HubSpot Breeze Intelligence, ZoomInfoThree alternatives
Clay, Cognism, HubSpot Breeze IntelligenceNine alternatives
6sense, Apollo.io, Clay, Cognism, Demandbase, HubSpot Breeze Intelligence, Leadspace, Lusha, People Data LabsTwo alternatives
HubSpot Breeze Intelligence, LushaOne alternative
CUFinderLlama 4 MaverickClayApollo.ioChangedagainst: Cognismno first choiceApollo.iono first choiceagainst: Apollo.io, ZoomInfo
Four alternatives
Apollo.io, Cognism, HubSpot Breeze Intelligence, ZoomInfoThree alternatives
Clay, FullFunnel, LeadspaceTwo alternatives
Clay, LushaQwen 3.7 FlashApollo.ioApollo.ioHeldZoomInfoApollo.io, Clayno first choiceagainst: ZoomInfoagainst: Apollo.io, Cognism, Lusha, ZoomInfo
Five alternatives
Clay, Cognism, HubSpot Breeze Intelligence, Kaspr, LushaThree alternatives
Cognism, Lusha, ZoomInfoFour alternatives
Apollo.io, Clay, Cognism, People Data LabsTwo alternatives
Lusha, Snov.ioThree alternatives
Apollo.io, Clay, CognismKimi K2Apollo.ioagainst: HubSpot Breeze Intelligence, ZoomInfoApollo.ioHeldagainst: ZoomInfoApollo.io, ZoomInfoApollo.ioClayagainst: Apollo.io, Clay, HubSpot Breeze Intelligence, People Data Labs, Seamless.AI, ZoomInfo
Three alternatives
Clay, Cognism, UpLeadTwo alternatives
Clay, HubSpot Breeze IntelligenceSix alternatives
Clay, Cognism, HubSpot Breeze Intelligence, Lusha, People Data Labs, PredictLeadsFour alternatives
BetterContact, Clay, Findymail, Snov.ioFour alternatives
6sense, Apollo.io, Demandbase, HubSpot Breeze IntelligenceGLM 4.7 FlashXClayApollo.io, ClayChangedagainst: ZoomInfoZoomInfoApollo.ioagainst: Lushano first choiceagainst: Apollo.io, Lusha, Seamless.AI, ZoomInfo
Four alternatives
Apollo.io, Cognism, HubSpot Breeze Intelligence, ZoomInfoTwo alternatives
Cognism, HubSpot Breeze IntelligenceFive alternatives
Apollo.io, Clay, Cognism, HubSpot Breeze Intelligence, LushaOne alternative
BookYourDataMiniMax M2.5Apollo.ioLeadspace, ZoomInfoChangedApollo.io, HubSpot Breeze IntelligenceApollo.iono first choicenothing named
Two alternatives
HubSpot Breeze Intelligence, ZoomInfoThree alternatives
Clay, Dealfront, Full EnrichThree alternatives
Clay, Cognism, ZoomInfoThree alternatives
Clay, Lusha, folk CRMGPT-6 LunaClayApollo.ioChangedno first choiceApollo.ioagainst: Clayno first choiceagainst: Apollo.io, Clay, HubSpot Breeze Intelligence
Two alternatives
Apollo.io, HubSpot-native enrichmentTwo alternatives
Cognism, HubSpot Breeze IntelligenceSeven alternatives
Apollo.io, Clay, Cognism, HubSpot Breeze Intelligence, Lusha, People Data Labs, ZoomInfoOne alternative
HubSpot Breeze IntelligenceMuse Glimmer 30BApollo.ioApollo.ioHeldno first choiceagainst: DemandbaseApollo.iono first choiceagainst: 6sense, Adapt, Apollo.io, Datanyze, Demandbase, Lusha Systems
Three alternatives
Clay, HubSpot Breeze Intelligence, ZoomInfoTwo alternatives
Clay, CognismSeven alternatives
Apollo.io, Clay, Cognism, HubSpot Breeze Intelligence, Lusha, Unify, ZoomInfoTwo alternatives
FullEnrich, 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.
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 11:38 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:28 | yes | 3 | 6 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 10:17 | no | 0 | 17 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:53 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:38 | yes | 10 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:00 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:28 | yes | 23 | 36 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:01 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:33 | yes | 9 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:07 | yes | 15 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:23 | yes | 15 | 55 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:59 | yes | 14 | 36 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:10 | yes | 2 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:49 | yes | 15 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:03 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:38 | yes | 5 | 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 10:46 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 16:44 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:50 | yes | 5 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:38 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:11 | yes | 25 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:45 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:52 | no | 0 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:05 | yes | 14 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:25 | yes | 18 | 98 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:28 | yes | 5 | 42 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:45 | yes | 3 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:53 | yes | 15 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:33 | yes | 10 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:18 | 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 10:32 | no | 0 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 08:59 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:12 | yes | 5 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:45 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:45 | yes | 23 | 48 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:56 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:03 | yes | 10 | 23 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:47 | yes | 10 | 43 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:54 | yes | 15 | 87 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:00 | yes | 5 | 26 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:55 | yes | 7 | 31 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:59 | yes | 13 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:24 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:47 | yes | 3 | 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 17:27 | yes | 5 | 16 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:51 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:11 | yes | 10 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:38 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:04 | yes | 20 | 16 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:06 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:17 | yes | 5 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:35 | yes | 5 | 31 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:56 | yes | 25 | 94 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:44 | yes | 5 | 27 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:27 | yes | 3 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:14 | yes | 15 | 14 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:44 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:21 | no | 0 | 4 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 12:00 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 08:51 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:08 | yes | 10 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:03 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:45 | yes | 20 | 42 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:10 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:02 | yes | 5 | 21 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:09 | yes | 14 | 53 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:41 | yes | 9 | 37 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:34 | no | 0 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:10 | yes | 3 | 32 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:38 | no | 0 | 5 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:07 | yes | 10 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:24 | yes | 3 | 5 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 11:54 | yes | 8 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 08:37 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:44 | yes | 24 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:00 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:12 | yes | 25 | 39 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:24 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:45 | no | 0 | 27 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:12 | yes | 24 | 36 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:09 | yes | 24 | 76 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:21 | no | 0 | 15 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:29 | yes | 3 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:50 | yes | 24 | 27 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/Clearbit) read as HubSpot Breeze Intelligence
HubSpot Breeze read as HubSpot Breeze Intelligence
HubSpot Breeze (ex-Clearbit) read as HubSpot Breeze Intelligence
Unresolved, counted raw
AeroLeads / GetProspect
Explorium.ai
FullFunnel
HubSpot Clearbit/Breeze
HubSpot-native enrichment
Pipecorn
Techsalerator
Discontinued, still offered
No shut-down product was recommended here.