Sales intelligence and contact data
Asked as “B2B contact data and sales intelligence platform”, and as “B2B prospecting database”, on behalf of a mid-market B2B company. 43 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
93%
Clear leader
93Apollo.io05ZoomInfo SalesOS02ReachStream
93% of first choices, clear leader.
Since October 2026▲+20Since October 2026: 73% → 93%, +20 points. Past the 11-point floor: movement.Apollo.io held the lead, +20 points on 73%, 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.io96%Consensus▲+9Since October 2026: 87% → 96%, +9 points. Inside the 11-point floor: within noise.Standing →Mid-marketApollo.io93%Clear leader▲+20Since October 2026: 73% → 93%, +20 points. Past the 11-point floor: movement.This pageEnterprise
ZoomInfo SalesOS73%Clear leader▲+6Since October 2026: 67% → 73%, +6 points. Inside the 11-point floor: within noise.Standing →
Apollo.io96%Consensus▲+9Since October 2026: 87% → 96%, +9 points. Inside the 11-point floor: within noise.Standing →Mid-marketApollo.io93%Clear leader▲+20Since October 2026: 73% → 93%, +20 points. Past the 11-point floor: movement.This pageEnterpriseZoomInfo SalesOS73%Clear leader▲+6Since October 2026: 67% → 73%, +6 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.io93%12%74endorsed leader▲+20Since October 2026: 73% → 93%, +20 points. Past the 11-point floor: movement.73% → 93%
Apollo.io93%12%74endorsed leader▲+20Since October 2026: 73% → 93%, +20 points. Past the 11-point floor: movement.73% → 93%02ZoomInfo SalesOS5%43%70criticized challenger▼−7Since October 2026: 12% → 5%, −7 points. Inside the 11-point floor: within noise.12% → 5%
ZoomInfo SalesOS5%43%70criticized challenger▼−7Since October 2026: 12% → 5%, −7 points. Inside the 11-point floor: within noise.12% → 5%Show the eleven products at 0%, ordered by negative rate
13
Seamless.AI0%47%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Seamless.AI0%47%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%05
Lusha0%25%48criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Lusha0%25%48criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%11
Demandbase0%20%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Demandbase0%20%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
HubSpot Breeze Intelligence0%17%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
HubSpot Breeze Intelligence0%17%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
6sense Sales Intelligence0%14%21accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
6sense Sales Intelligence0%14%21accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%03
Cognism0%13%55accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Cognism0%13%55accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%06
LinkedIn Sales Navigator0%5%19accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
LinkedIn Sales Navigator0%5%19accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%04
UpLead0%0%23accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
UpLead0%0%23accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%10
Bombora0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Bombora0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Prospeo0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Prospeo0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Clay0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Clay0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to head
One product takes 93% of first choices here, so the chart would put twelve markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Three products carry a negative rate above 25% in this category.
What they warned about
Eleven of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Mistral Small and Llama 4 Maverick 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.
ZoomInfo SalesOS43%
30 of 70 labels negative · 14 of 14 models · 8 hard negative
“Avoid ZoomInfo initially unless the company needs enterprise-grade coverage and can justify a substantially higher, quote-based cost.” Perplexity Sonar, budget prompt
Lusha25%
12 of 48 labels negative · 9 of 14 models · 3 hard negative
“Ban unauthorized prospecting Chrome extensions via your company's IT/Google Workspace management console.” Gemini 3.5 Flash, negative prompt
Apollo.io12%
9 of 74 labels negative · 9 of 14 models · 1 hard negative
“Apollo's data quality issues are well-documented, with users reporting accuracy has declined, particularly for phone numbers.” Claude Haiku 4.5, negative prompt
Seamless.AI47%
7 of 15 labels negative · 7 of 14 models · 4 hard negative
“Highly criticized across review aggregators (Trustpilot, G2, BBB) for its cancellation and billing practices.” Gemini 3.5 Flash, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
74 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 816 links across 280 sites, every framing counted. Ranked by the number of answers carrying the site or page. 16 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 · Apollo.io30 answers · 47 citations · 10 models
vendor site · Prospeo28 answers · 47 citations · 10 models
vendor site · SalesRabbit27 answers · 30 citations · 10 models
vendor site · Lemlist16 answers · 18 citations · 9 models
vendor site · Amplemarket15 answers · 16 citations · 8 models
vendor site · Crustdata15 answers · 15 citations · 10 models
14 answers · 18 citations · 9 models
vendor site · Salesmotion12 answers · 13 citations · 7 models
vendor site · Smartlead11 answers · 12 citations · 5 models
vendor site · Common Room10 answers · 13 citations · 8 models
10 answers · 10 citations · 6 models
vendor site · ReachStream9 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.
25 answers · 10 models
12 answers · 8 models
10 answers · 5 models
10 answers · 6 models
9 answers · 8 models
9 answers · 9 models
7 answers · 5 models
7 answers · 6 models
7 answers · 5 models
6 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 contact data and sales intelligence platform”, “best b2b contact data and sales intelligence platform”. 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 |
|---|---|---|---|---|---|---|---|---|
| Apollo.io apollo.io | 93% | 1010 | 33,100 | 396 | 111,608 | 94 | 3 | |
| ZoomInfo parent site ZoomInfo SalesOS 5% | 5% | 193 | 135,000 | 1,810 | ||||
| ReachStream reachstream.com | 2% | 12 | ||||||
| Cognism cognism.com | 0% | 349 | 3,600 | 68 | 48,685 | 15 | ||
| UpLead uplead.com | 0% | 83 | 3,600 | 57 | 15,339 | 7 | ||
| Lusha lusha.com | 0% | 280 | 12,100 | 893 | 52,570 | $11 | 57 | |
| LinkedIn linkedin.com LinkedIn Sales Navigator 0% | 0% | 147 | 11,100,000 | 77,031 | 331,033,472 company | $1,032 | 113 | |
| 6sense Sales Intelligence 6sense.com | 0% | 64 | 108,788 | $1,209 | 120 | |||
| Clay clay.com | 0% | 287 | 135,000 | 168,089 | 294,056 | 11 | ||
| Prospeo prospeo.io | 0% | 134 | 2,400 | 19 | 403,704 | 14 |
Google's top ten for the two searches hold 11 sites; 2 of them are among the sites the models cited here (apollo.io, g2.com). The first result for “b2b contact data and sales intelligence platform” is autobound.ai.
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 contact data and sales intelligence platform for a mid-market B2B company?”Paraphrase“Which B2B prospecting database would you recommend to a mid-sized B2B company?”Comparative“What are the top sales intelligence and contact data platforms and how do they differ?”Budget-constrained“What is the best B2B contact data and sales intelligence platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a B2B contact data and sales intelligence platform. What should we look at?”Negative“Which sales intelligence and contact data platforms should I avoid or be cautious about?”
Claude Haiku 4.5Apollo.ioApollo.ioHeldZoomInfo SalesOSApollo.ioagainst: ZoomInfo SalesOSno first choiceagainst: Apollo.io, SalesIntel, Seamless.AI, ZoomInfo SalesOS
Three alternatives
Cognism, HubSpot Sales Hub, ZoomInfo SalesOSThree alternatives
Cognism, UpLead, ZoomInfo SalesOSFive alternatives
6sense Sales Intelligence, Apollo.io, Clay, Cognism, LinkedIn Sales NavigatorFour alternatives
Hunter, Lead411, LinkedIn Sales Navigator Core, LushaGPT-5.4 miniZoomInfo SalesOSApollo.ioChangedApollo.ioApollo.ioagainst: Cognism, ZoomInfo SalesOSno first choicenothing named
Four alternatives
Apollo.io, Cognism, D&B Hoovers, SalesIntelThree alternatives
Cognism, Lusha, ZoomInfo SalesOSFive alternatives
Cognism, LinkedIn Sales Navigator, Lusha, UpLead, ZoomInfo SalesOSTwo alternatives
Lusha, UpLeadGemini 3.5 FlashApollo.ioApollo.ioHeldZoomInfo SalesOSApollo.ioagainst: Cognism, ZoomInfo SalesOSno first choiceagainst: Apollo.io, Fiverr, Kaspr, Lusha, Seamless.AI, ZoomInfo SalesOS
Four alternatives
Clay, Cognism, UpLead, ZoomInfo SalesOSFour alternatives
Cognism, HubSpot Breeze Intelligence, UpLead, ZoomInfo SalesOSFour alternatives
Apollo.io, Cognism, HubSpot Breeze Intelligence, LinkedIn Sales NavigatorThree alternatives
Hunter, Lusha, UpLeadPerplexity SonarApollo.ioApollo.ioHeldZoomInfo SalesOSApollo.ioagainst: ZoomInfo SalesOSno first choiceagainst: Apollo.io, Lusha, ZoomInfo SalesOS
Two alternatives
Cognism, ZoomInfo SalesOSFive alternatives
Cognism, Demandbase, Prospeo, UpLead, ZoomInfo SalesOSEight alternatives
6sense Sales Intelligence, Apollo.io, Bombora, Clay, Cognism, Demandbase, HG Insights, LinkedIn Sales NavigatorFour alternatives
BookYourData, HubSpot Sales Hub, LinkedIn Sales Navigator, UpLeadGrok 4.20Apollo.ioagainst: ZoomInfo SalesOSApollo.ioHeldApollo.io, ZoomInfo SalesOSApollo.ioagainst: Cognism, ZoomInfo SalesOSno first choiceagainst: 6sense Sales Intelligence, Apollo.io, Demandbase, Gong, HubSpot Breeze Intelligence, LinkedIn Sales Navigator Insights, Lusha, SalesIntel, Seamless.AI, Skrapp.io, Terminus, ZoomInfo SalesOS
Two alternatives
Cognism, LushaThree alternatives
Cognism, Prospeo, ZoomInfo SalesOSFive alternatives
6sense Sales Intelligence, Clay, Cognism, LinkedIn Sales Navigator, LushaThree alternatives
Lusha, Prospeo, UpLeadMistral SmallZoomInfo SalesOSApollo.ioChangedZoomInfo SalesOSApollo.iono first choiceagainst: ZoomInfo SalesOS
Three alternatives
Apollo.io, Cognism, SalesTarget.ai Lead ExplorerThree alternatives
Cognism, SalesIntel, ZoomInfo SalesOSEleven alternatives
6sense Sales Intelligence, Apollo.io, Cognism, Dealfront, Demandbase, HubSpot Breeze Intelligence, HubSpot Sales Hub, LinkedIn Sales Navigator, Lusha, Seamless.AI, VainuThree alternatives
LeadIQ, Lusha, ProspeoDeepSeek V4 FlashApollo.ioApollo.ioHeldagainst: ZoomInfo SalesOSZoomInfo SalesOSApollo.ioagainst: ZoomInfo SalesOSno first choiceagainst: 6sense Sales Intelligence, Apollo.io, Cognism, Demandbase, Global Database, Lusha, Seamless.AI, ZoomInfo SalesOS
Five alternatives
Amplemarket, Cognism, Lusha, UpLead, ZoomInfo SalesOSOne alternative
CognismEight alternatives
6sense Sales Intelligence, Apollo.io, Bombora, Cognism, Demandbase, HubSpot Breeze Intelligence, LinkedIn Sales Navigator, LushaTwo alternatives
Prospeo, UpLeadLlama 4 MaverickReachStreamagainst: ZoomInfo SalesOSApollo.ioChangedno first choiceApollo.iono first choicenothing named
Four alternatives
Apollo.io, Cognism, FullEnrich, UpLeadTwo alternatives
Prospeo, ZoomInfo SalesOSQwen 3.7 FlashApollo.ioApollo.ioHeldagainst: ZoomInfo SalesOSApollo.io, ZoomInfo SalesOSagainst: LushaApollo.ioagainst: Cognism, ZoomInfo SalesOSno first choiceagainst: Demandbase, Lushaagainst: Apollo.io, LeadGenie, Lusha, Seamless.AI, ZoomInfo SalesOS
Two alternatives
Lusha, ZoomInfo SalesOSThree alternatives
Cognism, Lead411, UpLeadThree alternatives
Clay, Cognism, UpLeadTwo alternatives
Lusha, UpLeadThree alternatives
Apollo.io, Cognism, ZoomInfo SalesOSKimi K2Apollo.ioagainst: ZoomInfo SalesOSApollo.ioHeldagainst: ZoomInfo SalesOSno first choiceApollo.ioagainst: Cognism, Lead411, ZoomInfo SalesOSApollo.ioagainst: Lushaagainst: Apollo.io, Cognism, Lusha, RocketReach, Seamless.AI, ZoomInfo SalesOS
Two alternatives
Cognism, LushaFour alternatives
Cognism, Lusha, SalesIntel, UpLeadNine alternatives
6sense Sales Intelligence, Apollo.io, Bombora, Cognism, Demandbase, LinkedIn Sales Navigator, Lusha, UpLead, ZoomInfo SalesOSTwo alternatives
Lusha, ProspeoTwo alternatives
Cognism, ZoomInfo SalesOSGLM 4.7 FlashXApollo.ioApollo.ioHeldagainst: ZoomInfo SalesOSApollo.io, ZoomInfo SalesOSagainst: Lusha, Seamless.AIApollo.ioagainst: HubSpot Breeze Intelligence, ZoomInfo SalesOSno first choiceagainst: Apollo.io, BookYourData
Four alternatives
Cognism, Lusha, ReachStream, ZoomInfo SalesOSThree alternatives
Cognism, LinkedIn Sales Navigator, ProspeoSix alternatives
6sense Sales Intelligence, Bombora, Cognism, Demandbase, HubSpot Sales Hub, LinkedIn Sales NavigatorTwo alternatives
Lead411, LushaMiniMax M2.5Apollo.ioagainst: ZoomInfo SalesOSApollo.ioHeldagainst: ZoomInfo SalesOSApollo.ioApollo.iono first choiceagainst: ZoomInfo SalesOSnothing named
Three alternatives
Lusha, ReachStream, Seamless.AITwo alternatives
SalesIntel, UpLeadFive alternatives
6sense Sales Intelligence, Clay, Cognism, Demandbase, ZoomInfo SalesOSFour alternatives
Datanyze, HubSpot Breeze Intelligence, Lusha, UpLeadGPT-6 LunaApollo.ioagainst: LinkedIn Sales NavigatorApollo.ioHeldno first choiceApollo.iono first choiceagainst: Apollo.io, Lusha, ZoomInfo SalesOS
Two alternatives
Cognism, ZoomInfo SalesOSTwo alternatives
Cognism, ZoomInfo SalesOSFive alternatives
6sense Sales Intelligence, Apollo.io, Cognism, LinkedIn Sales Navigator, ZoomInfo SalesOSOne alternative
LushaMuse Glimmer 30BApollo.ioApollo.ioHeldagainst: Lusha, ZoomInfo SalesOSZoomInfo SalesOSApollo.ioagainst: 6sense Sales Intelligence, Demandbase, Sales Navigator, Warmlyno first choiceagainst: ZoomInfo SalesOSagainst: Growbots, Inc., Lusha Systems Inc., UpLead LLC
Three alternatives
Cognism, ReachStream, ZoomInfo SalesOSOne alternative
CognismFour alternatives
Apollo.io, Clay, Cognism, LushaFour alternatives
Hunter, Lessie AI, Lusha, UpLeadBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:31 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:41 | yes | 6 | 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 13:47 | yes | 12 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 16:56 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:46 | yes | 10 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:17 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:24 | yes | 25 | 37 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:46 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:05 | yes | 5 | 21 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:54 | yes | 9 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:40 | yes | 14 | 38 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:13 | yes | 15 | 65 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:38 | yes | 4 | 30 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:08 | yes | 14 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:58 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:39 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:04 | no | 0 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:39 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:53 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:53 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:07 | yes | 20 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:47 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:13 | yes | 5 | 17 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:20 | yes | 10 | 39 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:05 | yes | 10 | 17 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:56 | yes | 5 | 20 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:48 | yes | 3 | 18 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:53 | yes | 15 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:55 | yes | 10 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:15 | yes | 8 | 9 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 12:27 | no | 0 | 16 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:59 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:36 | yes | 5 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:54 | yes | 10 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:17 | yes | 22 | 39 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:27 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:59 | yes | 15 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:49 | yes | 20 | 37 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:09 | yes | 14 | 149 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:28 | yes | 20 | 31 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:47 | yes | 6 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:58 | yes | 15 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:51 | yes | 20 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:26 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:23 | no | 0 | 13 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 16:43 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:25 | yes | 5 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:49 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:16 | yes | 15 | 15 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:50 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:37 | yes | 5 | 23 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:55 | yes | 10 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:58 | yes | 25 | 44 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:06 | yes | 5 | 24 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:52 | yes | 2 | 9 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:10 | yes | 15 | 25 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:44 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:18 | yes | 5 | 8 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 15:48 | no | 0 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:10 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:46 | yes | 5 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:21 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:15 | yes | 20 | 52 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:06 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:50 | yes | 9 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:51 | yes | 14 | 77 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:03 | yes | 15 | 67 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:14 | no | 0 | 12 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:50 | yes | 3 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:49 | yes | 15 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:39 | yes | 34 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:30 | no | 0 | 4 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 12:29 | yes | 8 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 13:45 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:28 | yes | 14 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:03 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:40 | yes | 24 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:06 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:27 | no | 0 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:31 | yes | 25 | 39 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:03 | yes | 24 | 79 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:31 | no | 0 | 23 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:25 | yes | 4 | 29 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:48 | yes | 25 | 40 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
6sense read as 6sense Sales Intelligence
LinkedIn read as LinkedIn Sales Navigator
ZoomInfo read as ZoomInfo SalesOS
ZoomInfo (SalesOS) read as ZoomInfo SalesOS
ZoomInfo (including GTM Workspace) read as ZoomInfo SalesOS
ZoomInfo Sales read as ZoomInfo SalesOS
Unresolved, counted raw
Breeze Intel
Breeze Intelligence, formerly Clearbit
Global Database
Growbots, Inc.
HubSpot Sales Intelligence
LeadGenie
Lessie AI
LinkedIn Sales Navigator Insights
Lusha Systems Inc.
SalesTarget.ai Lead Explorer
Sequences
UpLead LLC
Discontinued, still offered
No shut-down product was recommended here.