Data enrichment
Asked as “B2B data enrichment tool”, and as “lead and account enrichment service”, on behalf of a mid-market B2B company. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
70%
Clear leader
70Apollo.io09Clay07Amplemarket15others
70% of first choices, clear leader.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three 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.
All twenty-one head-to-head pages: the top seven products, each against each
Apollo.io vs CleanlistApollo.io vs Snov.ioApollo.io vs ZoomInfoClay vs AmplemarketClay vs CognismClay vs CleanlistClay vs Snov.ioClay vs ZoomInfoAmplemarket vs CognismAmplemarket vs CleanlistAmplemarket vs Snov.ioAmplemarket vs ZoomInfoCognism vs CleanlistCognism vs Snov.ioCognism vs ZoomInfoCleanlist vs Snov.ioCleanlist vs ZoomInfoSnov.io vs ZoomInfo
One product takes 70% of first choices here, so the chart would put nine markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. One product carries a negative rate above 25% in this category.
What they warned about
Seven of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, DeepSeek V4 Flash, 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.
ZoomInfo56%
29 of 52 labels negative · 12 of 12 models · 11 hard negative
“The tools I'd most strongly caution against are ... ZoomInfo (expensive + aggressive auto-renewal + stale non-US data)” DeepSeek V4 Flash, negative prompt
Apollo.io19%
12 of 64 labels negative · 11 of 12 models · 4 hard negative
“Tools with Significant Data Quality Issues ... Bounce rates of 20-35% reported by multiple users, even for emails labeled "verified"” MiniMax M2.5, negative prompt
Cognism18%
9 of 50 labels negative · 8 of 12 models · 3 hard negative
“Data quality gaps outside the "Diamond Data" verified subset; Limited US coverage” MiniMax M2.5, negative prompt
Lusha21%
8 of 38 labels negative · 8 of 12 models · 2 hard negative
“3. Lusha Why to avoid: - Fined 2 million euros by Italian Data Protection Authority” Mistral Small, 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
21 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. 265 links across 88 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 · Salesgenie12 answers · 12 citations · 3 models
vendor site · Amplemarket11 answers · 12 citations · 3 models
vendor site · Demandbase11 answers · 11 citations · 2 models
vendor site · Snov.io11 answers · 11 citations · 2 models
vendor site · Cleanlist10 answers · 14 citations · 3 models
vendor site · SMARTe9 answers · 10 citations · 3 models
vendor site · Salesmotion8 answers · 10 citations · 3 models
vendor site · Cognism7 answers · 8 citations · 4 models
vendor site · Reddit6 answers · 17 citations · 2 models
vendor site · BookYourData5 answers · 6 citations · 2 models
5 answers · 5 citations · 2 models
vendor site · YouTube4 answers · 10 citations · 1 model
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
12 answers · 3 models
11 answers · 3 models
11 answers · 2 models
11 answers · 2 models
9 answers · 3 models
7 answers · 3 models
5 answers · 2 models
5 answers · 2 models
5 answers · 2 models
4 answers · 1 model
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 | 70% | 1010 | 33,100 | 396 | 111,608 | 94 | |
| Clay clay.com | 9% | 287 | 135,000 | 168,089 | 294,056 | 11 | |
| Amplemarket amplemarket.com | 7% | 25 | 3,600 | 8 | 12,067 | 8 | |
| Cognism cognism.com | 4% | 349 | 3,600 | 68 | 48,685 | 15 | |
| Cleanlist cleanlist.ai | 4% | 22 | 1,900 | 0 | 16,279 | 3 | |
| Snov.io snov.io | 2% | 56 | 3,600 | 71 | 46,528 | 3 | |
| Demandbase Services | 2% | ||||||
| ZoomInfo zoominfo.com | 2% | 542 | 135,000 | 1,810 | 6,376,738 | $1,140 | 120 |
| HubSpot parent site HubSpot Breeze Intelligence 0% | 0% | 202 | 368,000 | 9,776 | |||
| UpLead uplead.com | 0% | 83 | 3,600 | 57 | 15,339 | 7 |
Google's top ten for the two searches hold 17 sites; 5 of them are among the sites the models cited here (demandbase.com, reddit.com, salesgenie.com, salesmotion.io, smarte.pro). 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 4.5Amplemarket, Apollo.io, Cognismagainst: ZoomInfoApollo.io, ZoomInfoChangedApollo.ioagainst: ZoomInfoApollo.iono first choiceagainst: 6sense Revenue AI, Apollo.io, Clay, Cognism, Demandbase, Lusha
One alternative
HubSpot Breeze IntelligenceFive alternatives
BetterContact, Clay, Cleanlist, Cognism, FullEnrichFour alternatives
ContactOut, Lead411, QuickEnrich, Seamless.AIGPT-5.4 miniApollo.ioagainst: ZoomInfoCognismChangedno first choiceApollo.iono first choicenothing named
Two alternatives
Cognism, HubSpot Breeze IntelligenceTwo alternatives
Apollo.io, HubSpot Breeze IntelligenceFive alternatives
Apollo.io, Cognism, Crunchbase, HubSpot Breeze Intelligence, ZoomInfoTwo alternatives
DataForB2B, LushaGemini 3.5 FlashApollo.io, Clayagainst: ZoomInfoApollo.io, ClayHeldagainst: ZoomInfoClayApollo.ioagainst: ClayAmplemarket, Clayagainst: Apollo.io, Coresignal, Lusha, RocketReach, ZoomInfo
Two alternatives
Cognism, HubSpot Breeze IntelligenceTwo alternatives
Cognism, HubSpot Breeze IntelligenceSix alternatives
Apollo.io, Cognism, HubSpot Breeze Intelligence, People Data Labs, Wiza, ZoomInfo SalesOSFive alternatives
BetterContact, BookYourData, FullEnrich, Lusha, SMARTeFour alternatives
Apollo.io, Cognism, Kaspr, ZoomInfoPerplexity SonarApollo.ioApollo.ioHeldagainst: Clayno first choiceApollo.iono first choiceagainst: Apollo.io, Cognism, HubSpot Breeze Intelligence, Lusha, ZoomInfo
Four alternatives
Clay, Cognism, UpLead, ZoomInfoThree alternatives
Cognism, Demandbase, ZoomInfoNine alternatives
6sense, Apollo.io, Clay, Cognism, Demandbase, HubSpot Breeze Intelligence, Lusha, People Data Labs, ZoomInfoFive alternatives
BookYourData, Datanyze, Hunter, Lusha, Snov.ioGrok 4.20Apollo.ioagainst: Amplemarket, Cognism, ZoomInfoApollo.ioHeldagainst: Amplemarketno first choiceApollo.ioagainst: Cognism, ZoomInfono first choiceagainst: Apollo.io, Clay, Lusha, Seamless.AI, ZoomInfo
Three alternatives
Clay, Cleanlist, UpLeadThree alternatives
Cognism, UpLead, ZoomInfoFive alternatives
Cleanlist, Datanyze, Lusha, RocketReach, Snov.ioThree alternatives
Apollo.io, Cleanlist, ZoomInfoMistral SmallApollo.ioagainst: CognismApollo.ioHeldAmplemarketApollo.iono first choiceagainst: Apollo.io, Clay, Lusha, NeverBounce, ZoomInfo
Two alternatives
Cleanlist, UpLeadFour alternatives
Clay, Cognism, Lusha, UpLeadSix alternatives
Apollo.io, Clay, Cognism, HubSpot Breeze Intelligence, Lusha, ZoomInfoFour alternatives
CUFinder, Clay, Hunter, LushaDeepSeek V4 FlashCleanlistagainst: 6sense, Cognism, Demandbase, ZoomInfoApollo.ioChangedAmplemarket, Apollo.io, Clay, Cleanlist, Cognism, HubSpot Breeze Intelligence, ZoomInfoApollo.iono first choiceagainst: Apollo.io, ZoomInfoagainst: Apollo.io, Clay, FullEnrich, Lead411, Lusha, RocketReach, Seamless.AI, ZoomInfo
Four alternatives
Apollo.io, Clay, Snov.io, UpLeadFive alternatives
Clay, Cognism, HubSpot Breeze Intelligence, UpLead, ZoomInfoThree alternatives
6sense, Bombora, UserGemsThree alternatives
Lusha, RocketReach, Snov.ioLlama 4 Maverickno first choiceDemandbase ServicesChangedAmplemarketagainst: Clay, ZoomInfoApollo.iono first choiceagainst: Apollo.io, Cognism, ZoomInfo
Four alternatives
Apollo.io, Cognism, UpLead, ZoomInfoTwo alternatives
Apollo.io, CognismThree alternatives
Cleanlist, Datanyze, Snov.ioQwen 3.7 FlashApollo.ioagainst: ZoomInfoApollo.ioHeldClay, FullEnrichApollo.ioagainst: ZoomInfono first choiceagainst: ZoomInfoagainst: Apollo.io, Cognism, Lusha, Seamless.AI, ZoomInfo
Three alternatives
Cognism, HubSpot Breeze Intelligence, UpLeadFour alternatives
Clay, HubSpot Breeze Intelligence, UpLead, ZoomInfoThree alternatives
Apollo.io, Cognism, ZoomInfoThree alternatives
Cleanlist, Datanyze, Snov.ioKimi K2Apollo.ioagainst: ZoomInfoApollo.ioHeldagainst: ZoomInfoApollo.io, ClaySnov.ioApollo.io, Clayagainst: ZoomInfoagainst: Apollo.io, HubSpot Breeze Intelligence, Seamless.AI, ZoomInfo
Three alternatives
Cleanlist, Cognism, UpLeadFour alternatives
Clay, Cognism, HubSpot Breeze Intelligence, UpLeadSix alternatives
6sense, Cognism, FullEnrich, HubSpot Breeze Intelligence, Lusha, ZoomInfoThree alternatives
Apollo.io, Datanyze, LushaThree alternatives
Amplemarket, Cognism, HubSpot Breeze IntelligenceGLM 4.7 FlashXApollo.ioagainst: ZoomInfoApollo.ioHeldagainst: ZoomInfoAmplemarketApollo.ioagainst: Clayno first choiceagainst: Apollo.io, Data Axle, Datanyze, Lusha, SalesIntel, ZoomInfo
Four alternatives
Clay, Cognism, Lusha, UpLeadThree alternatives
Clay, Cognism, LushaSix alternatives
Apollo.io, Clay, Cognism, Demandbase, HubSpot Breeze Intelligence, ZoomInfoThree alternatives
FullEnrich, Lusha, Snov.ioMiniMax M2.5Apollo.io, CleanlistAmplemarket, Apollo.ioChangedZoomInfoApollo.ioagainst: ZoomInfono first choiceagainst: Apollo.io, Cognism, ZoomInfo
Three alternatives
Amplemarket, Cognism, ZoomInfoTwo alternatives
Cognism, ZoomInfoEleven alternatives
6sense, Amplemarket, Apollo.io, Clay, Cognism, Dealfront, HubSpot Breeze Intelligence, Kaspr, LeadIQ, Lusha, Snov.ioFour alternatives
Cleanlist, FullEnrich, Lusha, Snov.ioBold 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 00:32 | yes | 8 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:30 | yes | 5 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:48 | yes | 21 | 28 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 01:25 | yes | 20 | 5 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) | 2026-09-14 23:09 | yes | 0 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:44 | yes | 0 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:15 | yes | 0 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:34 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:28 | yes | 0 | 49 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:23 | yes | 0 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:10 | yes | 0 | 36 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:15 | yes | 0 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:43 | yes | 6 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:21 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:43 | yes | 6 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 02:32 | 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 04:16 | yes | 0 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:32 | yes | 0 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 04:02 | yes | 0 | 49 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:54 | yes | 0 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:16 | no | 0 | 33 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:54 | yes | 0 | 55 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:24 | yes | 0 | 87 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:13 | yes | 0 | 14 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:06 | yes | 7 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:46 | yes | 3 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:46 | yes | 14 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 03:10 | yes | 20 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:48 | yes | 0 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:52 | yes | 0 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:46 | yes | 0 | 22 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:49 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:41 | yes | 0 | 41 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:38 | yes | 0 | 58 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:25 | yes | 0 | 81 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:47 | yes | 0 | 16 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:21 | yes | 7 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:51 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:27 | yes | 14 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 03:57 | 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 01:06 | yes | 0 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:38 | yes | 0 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:51 | yes | 0 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:49 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:38 | yes | 0 | 22 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:06 | yes | 0 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:24 | yes | 0 | 65 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:48 | yes | 0 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:56 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:46 | no | 0 | 4 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:59 | yes | 11 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 00:13 | yes | 20 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 00:03 | yes | 0 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:39 | yes | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 22:53 | yes | 0 | 41 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:59 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:29 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:03 | yes | 0 | 48 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:21 | yes | 0 | 34 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:45 | no | 0 | 9 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:56 | yes | 13 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:10 | no | 0 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:53 | yes | 24 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 02:53 | yes | 20 | 6 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 01:45 | yes | 0 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:51 | yes | 0 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:14 | yes | 0 | 29 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:22 | yes | 0 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:22 | yes | 0 | 45 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:28 | yes | 0 | 56 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:32 | yes | 0 | 34 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:56 | yes | 0 | 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.
ShowHide
Category-scoped readings
HubSpot Breeze read as HubSpot Breeze Intelligence
Unresolved, counted raw
DataForB2B
Demandbase Services
Enrich
Gigasheet
PeopleDataLabs
QuickEnrich
Discontinued, still offered
No shut-down product was recommended here.