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. 41 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
46%
Clear leader
46ZoomInfo12Amplemarket12Cognism29others
46% of first choices, clear leader.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the two products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All 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
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 →
01
02
03
04
05
06
07
08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01ZoomInfo46%
ZoomInfo46%02Cognism12%
Cognism12%03Amplemarket12%
Amplemarket12%04Clay7%
Clay7%05Apollo.io7%
Apollo.io7%06HubSpot Breeze Intelligence2%
HubSpot Breeze Intelligence2%076sense2%
6sense2%08Demandbase0%
Demandbase0%09Lusha0%
Lusha0%What they warned about
Seven of twelve models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, GLM 4.7 FlashX 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.
ZoomInfo30%
18 of 60 labels negative · 11 of 12 models · 6 hard negative
“High bounce rates: Multiple reviewers report 15%+ bounce rates even after paying enterprise-level prices ... Aggressive contract terms” MiniMax M2.5, negative prompt
Apollo.io36%
16 of 44 labels negative · 10 of 12 models · 8 hard negative
“Bounce rates of 15-25% ... Trustpilot rating: Only 1.9/5, with widespread complaints about billing practices and unresponsive support” MiniMax M2.5, negative prompt
Clay18%
8 of 45 labels negative · 8 of 12 models · 2 hard negative
“Clay is powerful for technical teams but poses significant operational risks for standard enterprise deployments.” Qwen 3.7 Flash, negative prompt
Lusha53%
9 of 17 labels negative · 7 of 12 models · 5 hard negative
“Why to approach with extreme caution: A formal regulatory fine and ongoing investigation should give any enterprise procurement team pause.” DeepSeek V4 Flash, negative prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
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. 295 links across 109 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 · Amplemarket14 answers · 17 citations · 3 models
vendor site · Demandbase13 answers · 14 citations · 3 models
vendor site · Cleanlist12 answers · 17 citations · 3 models
vendor site · SMARTe11 answers · 11 citations · 3 models
vendor site · Salesgenie10 answers · 10 citations · 3 models
vendor site · Snov.io10 answers · 10 citations · 3 models
vendor site · Salesmotion9 answers · 9 citations · 3 models
vendor site · ZoomInfo7 answers · 10 citations · 2 models
vendor site · Zapier6 answers · 6 citations · 3 models
vendor site · Autobound5 answers · 7 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.
14 answers · 3 models
13 answers · 3 models
11 answers · 3 models
10 answers · 3 models
10 answers · 3 models
9 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 |
|---|---|---|---|---|---|---|---|
| ZoomInfo zoominfo.com | 46% | 542 | 135,000 | 1,810 | 6,376,738 | $1,140 | 120 |
| Cognism cognism.com | 12% | 349 | 3,600 | 68 | 48,685 | 15 | |
| Amplemarket amplemarket.com | 12% | 25 | 3,600 | 8 | 12,067 | 8 | |
| Clay clay.com | 7% | 287 | 135,000 | 168,089 | 294,056 | 11 | |
| Apollo.io apollo.io | 7% | 1010 | 33,100 | 396 | 111,608 | 94 | |
| HubSpot parent site HubSpot Breeze Intelligence 2% | 2% | 202 | 368,000 | 9,776 | |||
| 6sense 6sense.com | 2% | 618 | 49,500 | 316 | 108,788 | $1,209 | 120 |
| Cleanlist cleanlist.ai | 2% | 22 | 1,900 | 0 | 16,279 | 3 | |
| People Data Labs peopledatalabs.com | 2% | 40 | 3,600 | 70 | 2,093 | $1,962 | 101 |
| FullEnrich fullenrich.com | 2% | 25 | 1,600 | 11 | 8,200 | 10 |
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, 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 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 4.5ZoomInfoZoomInfoHeldZoomInfoHubSpot Breeze Intelligenceno first choiceagainst: Datanyze
Three alternatives
6sense, Cleanlist, CognismThree alternatives
Amplemarket, LeadAngel, OpenpriseFour alternatives
Amplemarket, Clay, Cognism, HubSpot Breeze IntelligenceTwo alternatives
6sense, ZoomInfoGPT-5.4 miniZoomInfo6senseChangedZoomInfoagainst: Apollo.ioCognismagainst: ZoomInfono first choicenothing named
Three alternatives
Apollo.io, Cognism, HubSpot Breeze IntelligenceThree alternatives
Apollo.io, HubSpot Breeze Intelligence, ZoomInfoSix alternatives
6sense, Cognism, Demandbase, HG Insights, HubSpot Breeze Intelligence, People Data LabsOne alternative
HubSpot Breeze IntelligenceGemini 3.5 Flashno first choiceClayChangedno first choiceClay, Cognism, People Data Labsno first choiceagainst: Apollo.io, Clay, Datablist, Lusha, ZoomInfo
Five alternatives
Clay, Cognism, HubSpot Breeze Intelligence, People Data Labs, ZoomInfoFour alternatives
6sense, Cognism, Demandbase, ZoomInfoEight alternatives
6sense, Apollo.io, Clay, Cognism, Demandbase, HubSpot Breeze Intelligence, Leadspace, ZoomInfoTwo alternatives
Enrich.so, HubSpot Breeze IntelligencePerplexity SonarZoomInfoZoomInfoHeldZoomInfoApollo.ioagainst: ZoomInfono first choiceagainst: Apollo.io, Clay, Cognism, Dealfront, HubSpot Breeze Intelligence, Hunter, Lusha
Three alternatives
Clay, Cognism, DemandbaseThree alternatives
Clay, Cognism, HubSpot Breeze IntelligenceFive alternatives
Clay, Cognism, Demandbase, HubSpot Breeze Intelligence, People Data LabsOne alternative
ClayGrok 4.20ZoomInfoZoomInfoHeldZoomInfoagainst: Apollo.io, LushaAmplemarketagainst: Apollo.io, Clay, Cognism, ZoomInfono first choiceagainst: Apollo.io, RocketReach, Seamless.AI, ZoomInfo
Four alternatives
6sense, Apollo.io, Clay, CognismFour alternatives
6sense, Apollo.io, Cognism, DemandbaseFour alternatives
6sense, Cognism, Demandbase, HubSpot Breeze IntelligenceThree alternatives
Apollo.io, Cognism, ZoomInfoMistral SmallCognism, ZoomInfoagainst: HubSpot Breeze IntelligenceZoomInfoChangedZoomInfoAmplemarketagainst: ZoomInfono first choiceagainst: Apollo.io, Clay, HubSpot Breeze Intelligence, InsideView, People Data Labs, ZoomInfo
Seven alternatives
6sense, Apollo.io, Bombora, Champify, Clearbit Reveal, Leadinfo, UserGemsThree alternatives
Clay, Demandbase, HubSpot Breeze IntelligenceFour alternatives
Amplemarket, Apollo.io, Clay, CognismTwo alternatives
Apollo.io, ClayDeepSeek V4 FlashZoomInfoZoomInfoHeldZoomInfoCleanlistagainst: Apollo.io, Lusha, ZoomInfono first choiceagainst: Apollo.io, ContactOut, D&B Hoovers, D7 Lead Finder, Dun & Bradstreet, HubSpot Breeze Intelligence, Lusha, Seamless.AI, Snov.io, ZoomInfo
Four alternatives
6sense, Cognism, Demandbase, HubSpot Breeze IntelligenceFour alternatives
6sense, Clay, Cognism, DemandbaseSeven alternatives
6sense, Apollo.io, Clay, Cleanlist, Cognism, Demandbase, HubSpot Breeze IntelligenceTwo alternatives
Clay, FullEnrichLlama 4 MaverickAmplemarketAmplemarketHeldAmplemarketagainst: ZoomInfoAmplemarketno first choicenothing named
Six alternatives
Apollo.io, Clay, Cleanlist, Cognism, HubSpot Breeze Intelligence, ZoomInfoFour alternatives
Apollo.io, Enrich Layer, HubSpot Breeze Intelligence, ZoomInfoThree alternatives
Apollo.io, Clay, CognismThree alternatives
Apollo.io, Clay, CognismQwen 3.7 FlashZoomInfoZoomInfoHeldZoomInfoApollo.io, UpLeadagainst: ZoomInfono first choiceagainst: Apollo.io, Clay, ZoomInfo
Three alternatives
Amplemarket, Clay, LeadbaseThree alternatives
Clay, Cognism, HubSpot Breeze IntelligenceFour alternatives
Clay, Cognism, HubSpot Breeze Intelligence, LeadspaceOne alternative
People Data LabsKimi K2ZoomInfoZoomInfoHeldZoomInfoCognismagainst: Amplemarket, Apollo.io, Clay, Lusha, ZoomInfono first choiceagainst: 6sense, Apollo.io, Lusha, RocketReach, Seamless.AI, ZoomInfo
Four alternatives
6sense, Amplemarket, Clay, CognismThree alternatives
6sense, Demandbase, Dun & BradstreetSix alternatives
Amplemarket, Apollo.io, Clay, Cognism, Demandbase, HubSpot Breeze IntelligenceOne alternative
DemandbaseThree alternatives
6sense, Demandbase, ZoomInfoGLM 4.7 FlashXClay, ZoomInfoZoomInfoChangedAmplemarket, ZoomInfoagainst: Apollo.ioApollo.ioagainst: Cognism, ZoomInfono first choiceagainst: Apollo.io, Clay, HubSpot Breeze Intelligence, Lusha, Salesgenie, ZoomInfo
Two alternatives
Apollo.io, CognismThree alternatives
6sense, Clay, DemandbaseThree alternatives
Clay, Cognism, HubSpot Breeze IntelligenceTwo alternatives
Cleanlist, CoffeeMiniMax M2.5Cognism, ZoomInfoZoomInfoChangedAmplemarket, ZoomInfoFullEnrichagainst: Amplemarket, Apollo.io, Clay, Lusha, SalesIntel, ZoomInfono first choiceagainst: Apollo.io, ZoomInfo
Nine alternatives
6sense, Bombora, Census, Champify, Clay, Clearbit Reveal, Hightouch, Leadinfo, UserGemsTwo alternatives
Apollo.io, ClayFive alternatives
6sense, Apollo.io, Clay, Cognism, HubSpot Breeze IntelligenceTwo alternatives
Airscale, SalesmotionBold 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 00:34 | yes | 7 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:13 | yes | 1 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:02 | yes | 21 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 04:56 | 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 02:15 | yes | 0 | 19 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:59 | yes | 0 | 11 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:13 | yes | 0 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:35 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:26 | yes | 0 | 38 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:09 | yes | 0 | 63 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:31 | yes | 0 | 41 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:17 | yes | 0 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:15 | yes | 13 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:17 | yes | 4 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:34 | yes | 10 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 01:41 | yes | 20 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 03:15 | yes | 0 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:04 | yes | 0 | 14 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:54 | yes | 0 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:18 | yes | 0 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:34 | yes | 0 | 44 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:49 | yes | 0 | 37 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:07 | yes | 0 | 61 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:45 | yes | 0 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:44 | yes | 9 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:38 | yes | 3 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:18 | yes | 10 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 04:12 | 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) | 2026-09-14 23:32 | yes | 0 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:57 | yes | 0 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:06 | yes | 0 | 22 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:02 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:21 | yes | 0 | 61 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:09 | yes | 0 | 45 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:52 | yes | 0 | 95 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:12 | yes | 0 | 16 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:55 | yes | 14 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:29 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:46 | yes | 26 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 04:43 | yes | 20 | 5 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 00:41 | yes | 0 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:41 | yes | 0 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:15 | yes | 0 | 34 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:41 | yes | 0 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:57 | yes | 0 | 71 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:34 | yes | 0 | 61 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:38 | yes | 0 | 57 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:17 | yes | 0 | 78 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:47 | yes | 17 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:22 | yes | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:06 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 00:25 | yes | 20 | 13 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 00:09 | yes | 0 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:03 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:31 | yes | 0 | 31 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:50 | yes | 0 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:14 | yes | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:58 | yes | 0 | 35 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:07 | yes | 0 | 41 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:17 | yes | 0 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:34 | yes | 15 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:57 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:22 | yes | 16 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 01:17 | 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 02:51 | yes | 0 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:49 | yes | 0 | 14 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:30 | yes | 0 | 70 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:46 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:44 | yes | 0 | 38 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:30 | yes | 0 | 104 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:25 | yes | 0 | 102 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:31 | yes | 0 | 22 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 Breeze read as HubSpot Breeze Intelligence
Unresolved, counted raw
Airscale
D7 Lead Finder
Enrich Layer
InfoGroup
Leadbase
Pintel.ai
RevoScale
Seamless AI
ZoomInfo Elite
Discontinued, still offered
No shut-down product was recommended here.