Data enrichment for enterprise buyers
Asked as “B2B data enrichment tool”, and as “lead and account enrichment service”, on behalf of an enterprise B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
62%
Clear leader
62ZoomInfo09Demandbase06Apollo.io23others
62% of first choices, clear leader.
Since September 2026▲+15Since September 2026: 46% → 61%, +15 points. Past the 11-point floor: movement. Read over the models both editions asked.ZoomInfo held the lead, +15 points on 46%, past the 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.io77%Clear leader▼−2Since September 2026: 76% → 74%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketApollo.io73%Clear leader▲+1Since September 2026: 70% → 71%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
ZoomInfo62%Clear leader▲+15Since September 2026: 46% → 61%, +15 points. Past the 11-point floor: movement. Read over the models both editions asked.This page
Apollo.io77%Clear leader▼−2Since September 2026: 76% → 74%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketApollo.io73%Clear leader▲+1Since September 2026: 70% → 71%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseZoomInfo62%Clear leader▲+15Since September 2026: 46% → 61%, +15 points. Past the 11-point floor: movement. Read over the models both editions asked.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01ZoomInfo62%23%70endorsed leader▲+15Since September 2026: 46% → 61%, +15 points. Past the 11-point floor: movement. Read over the models both editions asked.46% → 61%
ZoomInfo62%23%70endorsed leader▲+15Since September 2026: 46% → 61%, +15 points. Past the 11-point floor: movement. Read over the models both editions asked.46% → 61%02
Demandbase9%7%28accepted challenger▲+10Since September 2026: 0% → 10%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 10%
Demandbase9%7%28accepted challenger▲+10Since September 2026: 0% → 10%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 10%03Apollo.io6%31%52criticized challenger=heldSince September 2026: 7% → 7%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 7%
Apollo.io6%31%52criticized challenger=heldSince September 2026: 7% → 7%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 7%04
Clay6%38%32criticized challenger▼−2Since September 2026: 7% → 5%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 5%
Clay6%38%32criticized challenger▼−2Since September 2026: 7% → 5%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 5%05
Cognism2%9%55accepted challenger▼−10Since September 2026: 12% → 2%, −10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.12% → 2%
Cognism2%9%55accepted challenger▼−10Since September 2026: 12% → 2%, −10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.12% → 2%06
People Data Labs2%0%11accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
People Data Labs2%0%11accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%Show the three products at 0%, ordered by negative rate
09
Lusha0%38%21criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Lusha0%38%21criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%08
HubSpot Breeze Intelligence0%29%48criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
HubSpot Breeze Intelligence0%29%48criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%07
6sense0%19%27accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
6sense0%19%27accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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 twenty-eight head-to-head pages: the top eight products, each against each
Apollo.io vs CognismApollo.io vs LushaApollo.io vs HunterApollo.io vs UpLeadClay vs ZoomInfoClay vs HubSpot Breeze IntelligenceClay vs CognismClay vs LushaClay vs HunterClay vs UpLeadZoomInfo vs HubSpot Breeze IntelligenceZoomInfo vs CognismZoomInfo vs LushaZoomInfo vs HunterZoomInfo vs UpLeadHubSpot Breeze Intelligence vs CognismHubSpot Breeze Intelligence vs LushaHubSpot Breeze Intelligence vs HunterHubSpot Breeze Intelligence vs UpLeadCognism vs LushaCognism vs HunterCognism vs UpLeadLusha vs HunterLusha vs UpLeadHunter vs UpLead
One product takes 62% 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. Four products carry a negative rate above 25% in this category.
What they warned about
Ten of fourteen models held their first choice under the paraphrase. Gemini 3.5 Flash, Mistral Small, 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.
Apollo.io31%
16 of 52 labels negative · 13 of 14 models · 6 hard negative
“**When to avoid:** If you are a Fortune 2000 company needing a **verified, auditable enrichment layer** for your CRM, Apollo is a prospecting/sequencing tool, not a master data enrichment layer.” DeepSeek V4 Flash, negative prompt
ZoomInfo23%
16 of 70 labels negative · 11 of 14 models · 4 hard negative
“**ZoomInfo** – Mixed Reliability Outside North America ... **When to skip ZoomInfo:** If your enterprise targets international markets” GLM 4.7 FlashX, negative prompt
Clay38%
12 of 32 labels negative · 10 of 14 models · 3 hard negative
“**Clay** — Credit-based with consumption that scales with data quality... a forecasting nightmare at enterprise scale.” DeepSeek V4 Flash, budget prompt
HubSpot Breeze Intelligence29%
14 of 48 labels negative · 7 of 14 models · 5 hard negative
“Clearbit (acquired & sunset): ... Clearbit was eventually shut down by Stripe, forcing enterprises to migrate massive amounts of configuration.” Qwen 3.7 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
77 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. 1147 links across 267 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · ZoomInfo47 answers · 123 citations · 11 models
vendor site · Demandbase41 answers · 56 citations · 12 models
vendor site · Amplemarket35 answers · 44 citations · 11 models
vendor site · Salesmotion31 answers · 42 citations · 10 models
vendor site · Cleanlist29 answers · 41 citations · 10 models
vendor site · Cognism21 answers · 24 citations · 12 models
vendor site · RB2B20 answers · 20 citations · 9 models
vendor site · Salesgenie19 answers · 19 citations · 7 models
vendor site · Apollo.io17 answers · 32 citations · 10 models
15 answers · 20 citations · 7 models
vendor site · Clay15 answers · 18 citations · 8 models
14 answers · 15 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.
37 answers · 10 models
35 answers · 11 models
26 answers · 10 models
25 answers · 10 models
19 answers · 9 models
18 answers · 9 models
17 answers · 7 models
15 answers · 7 models
14 answers · 7 models
14 answers · 7 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 | Best Google position |
|---|---|---|---|---|---|---|---|---|
| ZoomInfo zoominfo.com | 62% | 846 | 135,000 | 1,810 | 6,376,738 | $1,140 | 120 | |
| Demandbase demandbase.com | 9% | 672 | 5,400 | 211 | 42,531 | 34 | 4 | |
| Apollo.io apollo.io | 6% | 1000 | 33,100 | 396 | 111,608 | 94 | ||
| Clay clay.com | 6% | 226 | 135,000 | 168,089 | 294,056 | 11 | ||
| Cognism cognism.com Cognism 2%, Cognism Elevate 0% | 2% | 384 | 3,600 | 68 | 48,685 | 15 | ||
| People Data Labs peopledatalabs.com | 2% | 30 | 3,600 | 70 | 2,093 | $1,962 | 101 | |
| Amplemarket amplemarket.com | 2% | 38 | 3,600 | 8 | 12,067 | 8 | ||
| Seamless.AI seamless.ai | 2% | 65 | 14,800 | 160 | 271,504 | 82 | ||
| BlitzAPI | 2% | |||||||
| Kooperativa | 2% |
Google's top ten for the two searches hold 17 sites; 3 of them are among the sites the models cited here (demandbase.com, salesgenie.com, salesmotion.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 an enterprise B2B company?”Paraphrase“Which lead and account enrichment service would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade B2B data enrichment tools and how do they differ?”Budget-constrained“What is the best B2B data enrichment tool 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 data enrichment tool. What should we look at?”Negative“Which B2B data enrichment tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5ZoomInfoZoomInfoHeldZoomInfoZoomInfono first choiceagainst: Apollo.io, Clay, Cognism, Crunchbase, Lusha, ZoomInfo
Four alternatives
6sense, Amplemarket, Clay, LeadspaceTwo alternatives
Cognism, LeadAngelThree alternatives
6sense, Cognism, LeadspaceOne alternative
Apollo.ioGPT-5.4 miniZoomInfoagainst: Apollo.ioZoomInfoHeldApollo.io, ZoomInfoApollo.ioagainst: ZoomInfono first choicenothing named
Two alternatives
6sense, Dun & BradstreetFour alternatives
Apollo.io, Cognism, Dun & Bradstreet, HubSpot Breeze IntelligenceFour alternatives
Cognism, D&B Connect, Dun & Bradstreet, HubSpot Breeze IntelligenceOne alternative
HubSpot Breeze IntelligenceGemini 3.5 FlashClay, ZoomInfoClayChangedno first choicePeople Data Labsagainst: Apollo.io, Cognism, ZoomInfono first choiceagainst: Apollo.io, Hunter, Kaspr, Lusha, UpLead, ZoomInfo
Four alternatives
Cognism, HubSpot Breeze Intelligence, Leadspace, People Data LabsFive alternatives
6sense, Cognism, Demandbase, People Data Labs, ZoomInfoFour alternatives
Clay, FullContact, HubSpot Breeze Intelligence, SalesIntelPerplexity SonarZoomInfoagainst: AmplemarketZoomInfoHeldZoomInfoZoomInfono first choiceagainst: Apollo.io, Clay, Lusha
Four alternatives
6sense, Clay, Cognism, DemandbaseThree alternatives
Demandbase, HubSpot Breeze Intelligence, LeadGeniusFive alternatives
6sense, Apollo.io, Clay, Cognism, DemandbaseThree alternatives
Cognism, Demandbase, LeadspaceGrok 4.1 FastZoomInfoagainst: LushaZoomInfoHeldagainst: HubSpot Breeze IntelligenceZoomInfoApollo.ioagainst: Clay, Cognism, HubSpot Breeze Intelligence, ZoomInfono first choiceagainst: Adapt, Apollo.io, BetterContact, BookYourData, Clay, FullEnrich, Lusha, Snov.io, ZoomInfo
Three alternatives
6sense, Apollo.io, CognismThree alternatives
6sense, Apollo.io, DemandbaseFive alternatives
6sense, Apollo.io, Cognism, Demandbase, HubSpot Breeze IntelligenceOne alternative
AmplemarketMistral SmallDemandbase, ZoomInfoZoomInfoChangedDemandbase, ZoomInfoagainst: ClayAmplemarketagainst: Demandbaseno first choiceagainst: 6sense, Apollo.io, Clay, HubSpot Breeze Intelligence, Lusha
Two alternatives
Apollo.io, HubSpot Breeze IntelligenceTwo alternatives
Callbox, HubSpot Breeze IntelligenceFour alternatives
Apollo.io, Cognism, HubSpot Breeze Intelligence, LushaDeepSeek V4 FlashZoomInfoZoomInfoHeldCognism, ZoomInfoDemandbaseagainst: 6sense, Clay, HubSpot Breeze Intelligenceno first choiceagainst: Apollo.io, Datanyze, HubSpot Breeze Intelligence, Hunter, Lusha, Seamless.AI, Snov.io, ZoomInfo
Three alternatives
6sense, Demandbase, HubSpot Breeze IntelligenceThree alternatives
6sense, Cognism, DemandbaseFive alternatives
6sense, Apollo.io, Demandbase, Dun & Bradstreet, HG InsightsTwo alternatives
Apollo.io, ZoomInfoLlama 4 MaverickZoomInfoCognismChangedZoomInfoZoomInfono first choiceagainst: Clay, Cognism, ZoomInfo
One alternative
AmplemarketThree alternatives
Apollo.io, Cognism, HubSpot Breeze IntelligenceOne alternative
CognismQwen 3.7 FlashZoomInfoZoomInfoHeldZoomInfoBlitzAPI, Saleshub.aiagainst: Apollo.io, Clay, ZoomInfono first choiceagainst: AdGear, Apollo.io, Datanyze, Dealfront, HubSpot Breeze Intelligence, HubSpot Marketing Free-Tier, Hunter, LeadIQ, Lusha, RocketReach, ZoomInfo
Three alternatives
6sense, Apollo.io, HubSpot Breeze IntelligenceThree alternatives
Apollo.io, Cognism, HubSpot Breeze IntelligenceThree alternatives
Apollo.io, Clay, CognismOne alternative
RecueKimi K2ZoomInfoagainst: HubSpot Breeze IntelligenceZoomInfoHeldZoomInfoagainst: HubSpot Breeze IntelligenceDemandbase, Seamless.AIagainst: 6sense, Apollo.io, HubSpot Breeze Intelligence, ZoomInfono first choiceagainst: Apollo.io, HubSpot Breeze Intelligence, ZoomInfo
Three alternatives
6sense, Cognism, DemandbaseEight alternatives
6sense, Apollo.io, Bombora, Clay, Cognism, Demandbase, Dun & Bradstreet, HubSpot Breeze IntelligenceFive alternatives
6sense, Apollo.io, Clay, Cognism, DemandbaseOne alternative
Cognism ElevateGLM 4.7 FlashXZoomInfoZoomInfoHeldZoomInfoApollo.ioagainst: 6sense, Clay, Cognism, ZoomInfono first choiceagainst: Apollo.io, ZoomInfo
Five alternatives
Apollo.io, Clay, Cognism, Demandbase, HubSpot Breeze IntelligenceOne alternative
CognismFour alternatives
6sense, Apollo.io, Clay, HubSpot Breeze IntelligenceOne alternative
HubSpot Breeze IntelligenceMiniMax M2.5Demandbase, ZoomInfoZoomInfoChangedno first choiceFullEnrichno first choiceagainst: 6sense, Apollo.io, Datanyze, Demandbase, HubSpot Breeze Intelligence, ZoomInfo
Two alternatives
Dun & Bradstreet, HubSpot Breeze IntelligenceTwo alternatives
Cognism, HubSpot Breeze IntelligenceSix alternatives
Cognism, Coresignal, Derrick, HubSpot Breeze Intelligence, People Data Labs, ZoomInfoGPT-6 LunaZoomInfoagainst: HubSpot Breeze IntelligenceZoomInfoHeldno first choiceagainst: HubSpot Breeze IntelligenceKooperativaagainst: Apollo.io, Freckleno first choiceagainst: Clay
Two alternatives
Clay, CognismTwo alternatives
Cognism, Dun & BradstreetEight alternatives
6sense, Apollo.io, Clay, Cognism, Demandbase, Dun & Bradstreet, People Data Labs, ZoomInfoMuse Glimmer 30BZoomInfoZoomInfoHeldZoomInfoClayagainst: Apollo.io, ZoomInfono first choiceagainst: Clay
Three alternatives
Clearbit, now HubSpot Breeze Intelligence, Cognism, UnifyTwo alternatives
6sense, HubSpot Breeze IntelligenceFour alternatives
Apollo.io, Clay, Cognism, HubSpot Breeze IntelligenceTwo alternatives
Amplemarket, InstantlyBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 11:27 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:23 | yes | 1 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:54 | yes | 16 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:04 | yes | 23 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:55 | yes | 24 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:49 | yes | 10 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:35 | yes | 24 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:34 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:38 | no | 0 | 33 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:04 | yes | 15 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:23 | yes | 21 | 95 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:18 | yes | 5 | 14 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:44 | yes | 4 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:01 | yes | 13 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:40 | yes | 15 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:29 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:14 | yes | 14 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:28 | yes | 18 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:45 | yes | 24 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:24 | yes | 5 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:30 | yes | 25 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:15 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:01 | no | 0 | 33 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:39 | yes | 24 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:49 | yes | 19 | 29 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:36 | yes | 5 | 33 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:20 | yes | 3 | 18 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:40 | yes | 15 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:01 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:59 | yes | 5 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:52 | yes | 17 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:13 | yes | 24 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:42 | yes | 25 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:17 | yes | 14 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:43 | yes | 21 | 38 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:01 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:22 | yes | 10 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:48 | yes | 19 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:41 | yes | 22 | 230 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:28 | yes | 16 | 22 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:44 | yes | 9 | 50 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:02 | yes | 15 | 41 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:42 | yes | 17 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:12 | yes | 3 | 10 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:35 | yes | 19 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 10:59 | yes | 21 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:05 | yes | 18 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:56 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:24 | yes | 25 | 48 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:43 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:43 | yes | 24 | 157 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:11 | yes | 24 | 33 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:17 | yes | 24 | 105 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:54 | yes | 18 | 51 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:04 | yes | 3 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:03 | yes | 23 | 39 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:54 | yes | 18 | 10 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 14:14 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:30 | yes | 11 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:46 | yes | 19 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:46 | yes | 20 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:47 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:31 | yes | 24 | 54 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:43 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:38 | yes | 10 | 47 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:11 | yes | 23 | 37 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:13 | no | 0 | 24 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:57 | no | 0 | 9 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:58 | yes | 3 | 23 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:58 | yes | 12 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:37 | yes | 14 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:34 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:05 | yes | 21 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:02 | yes | 20 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:13 | yes | 20 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:30 | yes | 14 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:42 | yes | 22 | 52 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:17 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:11 | no | 0 | 35 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:00 | yes | 23 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:06 | yes | 24 | 48 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:14 | yes | 23 | 52 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:20 | yes | 3 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 14:09 | yes | 23 | 31 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 Breeze read as HubSpot Breeze Intelligence
Unresolved, counted raw
AdGear
BlitzAPI
Cognism Elevate (Enterprise)
Datamagnet
Freckle
HubSpot Marketing Free-Tier
Kooperativa
Recue
Saleshub.ai
Discontinued, still offered
No shut-down product was recommended here.