Sales intelligence and contact data for small business buyers
Asked as “B2B contact data and sales intelligence platform”, and as “B2B prospecting database”, on behalf of a small B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
96%
Consensus
96Apollo.io04Lusha
96% of first choices, consensus.
Since October 2026▲+9Since October 2026: 87% → 96%, +9 points. Inside the 11-point floor: within noise.Apollo.io held the lead, +9 points on 87%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Apollo.io96%Consensus▲+9Since October 2026: 87% → 96%, +9 points. Inside the 11-point floor: within noise.This pageMid-marketApollo.io93%Clear leader▲+20Since October 2026: 73% → 93%, +20 points. Past the 11-point floor: movement.Standing →Enterprise
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.This pageMid-marketApollo.io93%Clear leader▲+20Since October 2026: 73% → 93%, +20 points. Past the 11-point floor: movement.Standing →EnterpriseZoomInfo 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Apollo.io96%10%77endorsed leader▲+9Since October 2026: 87% → 96%, +9 points. Inside the 11-point floor: within noise.87% → 96%
Apollo.io96%10%77endorsed leader▲+9Since October 2026: 87% → 96%, +9 points. Inside the 11-point floor: within noise.87% → 96%02
Lusha4%13%63accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 11-point floor: within noise.8% → 4%
Lusha4%13%63accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 11-point floor: within noise.8% → 4%Show the six products at 0%, ordered by negative rate
08ZoomInfo SalesOS0%89%64criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
ZoomInfo SalesOS0%89%64criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%07
Seamless.AI0%53%17criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Seamless.AI0%53%17criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%06
Cognism0%38%48criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Cognism0%38%48criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%05
LinkedIn Sales Navigator0%12%26accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
LinkedIn Sales Navigator0%12%26accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%04
Hunter0%5%22accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Hunter0%5%22accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%03
UpLead0%0%39accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
UpLead0%0%39accepted 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 headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
One product takes 96% of first choices here, so the chart would put seven 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
Twelve of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5 and GLM 4.7 FlashX 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 SalesOS89%
57 of 64 labels negative · 14 of 14 models · 16 hard negative
“Avoid ZoomInfo or Cognism unless you're scaling up—they're powerful but often too expensive or enterprise-oriented for small teams” Grok 4.20, paraphrase prompt
Cognism38%
18 of 48 labels negative · 8 of 14 models · 4 hard negative
“What to Avoid - ZoomInfo and Cognism are powerful but typically built for larger enterprise teams” Kimi K2, budget prompt
Seamless.AI53%
9 of 17 labels negative · 8 of 14 models · 4 hard negative
“"AI Scraper" Tools with Aggressive Billing (e.g., Seamless.ai) ... Why Small Businesses Should Be Cautious” Gemini 3.5 Flash, negative prompt
Apollo.io10%
8 of 77 labels negative · 8 of 14 models · 2 hard negative
“Verdict: Avoid if you cannot afford to spend time manually cleaning the data before sending it to your CRM.” GLM 4.7 FlashX, 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. 828 links across 230 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.
28 answers · 50 citations · 13 models
vendor site · Lemlist27 answers · 37 citations · 12 models
vendor site · Apollo.io24 answers · 28 citations · 9 models
vendor site · SalesRabbit17 answers · 18 citations · 9 models
vendor site · Capterra16 answers · 29 citations · 7 models
vendor site · Leadspace15 answers · 19 citations · 8 models
vendor site · Prospeo14 answers · 21 citations · 8 models
vendor site · Reddit13 answers · 21 citations · 6 models
vendor site · Miniloop12 answers · 16 citations · 6 models
vendor site · UpLead12 answers · 15 citations · 8 models
vendor site · SimplyDepo12 answers · 12 citations · 7 models
12 answers · 12 citations · 6 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.
23 answers · 11 models
14 answers · 8 models
14 answers · 8 models
12 answers · 7 models
12 answers · 6 models
11 answers · 7 models
9 answers · 5 models
9 answers · 7 models
8 answers · 5 models
8 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 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 | 96% | 1010 | 33,100 | 396 | 111,608 | 94 | 3 | |
| Lusha lusha.com | 4% | 280 | 12,100 | 893 | 52,570 | $11 | 57 | |
| UpLead uplead.com | 0% | 83 | 3,600 | 57 | 15,339 | 7 | ||
| Hunter hunter.io | 0% | 79 | 201,000 | 280,275 | 152,782 | 6 | ||
| LinkedIn linkedin.com LinkedIn Sales Navigator 0% | 0% | 147 | 11,100,000 | 77,031 | 331,033,472 company | $1,032 | 113 | |
| Cognism cognism.com | 0% | 349 | 3,600 | 68 | 48,685 | 15 | ||
| Prospeo prospeo.io | 0% | 134 | 2,400 | 19 | 403,704 | 14 | ||
| Clay clay.com | 0% | 287 | 135,000 | 168,089 | 294,056 | 11 | ||
| Lemlist lemlist.com | 0% | 85 | 8,100 | 89 | 23,608 | 28 | ||
| Sidekick | 0% |
Google's top ten for the two searches hold 11 sites; 3 of them are among the sites the models cited here (apollo.io, g2.com, reddit.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 small B2B company?”Paraphrase“Which B2B prospecting database would you recommend to a small business that sells to other businesses?”Comparative“What are the top sales intelligence and contact data platforms for a small team and how do they differ?”Budget-constrained“What is the best B2B contact data and sales intelligence platform for a small company with a tight budget?”Scale-constrained“We are a 30 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 a small business avoid or be cautious about?”
Claude Haiku 4.5Apollo.iono first choiceChangedagainst: ZoomInfo SalesOSApollo.ioagainst: ZoomInfo SalesOSApollo.ioagainst: ZoomInfo SalesOSno first choiceagainst: 6sense Sales Intelligence, Apollo.io, Lusha, ZoomInfo SalesOS
Four alternatives
HubSpot Sales Hub, Kaspr, Lusha, UpLeadFour alternatives
Claap, Cognism, Lemlist, LushaFive alternatives
BookYourData, Hunter, Lead411, Lusha, UpLeadGPT-5.4 miniApollo.ioagainst: ZoomInfo SalesOSApollo.ioHeldagainst: ZoomInfo SalesOSApollo.ioagainst: ZoomInfo SalesOSApollo.ioagainst: Cognism, ZoomInfo SalesOSno first choiceagainst: 6sense Sales Intelligence, Seamless.AI, ZoomInfo SalesOS
Two alternatives
Cognism, LushaTwo alternatives
LinkedIn Sales Navigator, UpLeadFour alternatives
Cognism, Lusha, SalesIntel, UpLeadTwo alternatives
Lusha, UpLeadGemini 3.5 FlashApollo.ioagainst: 6sense Sales Intelligence, ZoomInfo SalesOSApollo.ioHeldagainst: ZoomInfo SalesOSApollo.ioagainst: ZoomInfo SalesOSApollo.ioagainst: Cognism, ZoomInfo SalesOSApollo.ioagainst: ZoomInfo SalesOSagainst: Cognism, Fiverr, Seamless.AI, Upwork, ZoomInfo SalesOS
Eight alternatives
Cognism, Evaboot, LinkedIn Sales Navigator, Lusha, Origami, Prospeo, UpLead, WizaSix alternatives
Cognism, Findymail, LinkedIn Sales Navigator, Lusha, Surfe, UpLeadFive alternatives
Cognism, LeadIQ, Lusha, Seamless.AI, UpLeadThree alternatives
Hunter, Lusha, UpLeadThree alternatives
Cognism, Lusha, SalesIntelPerplexity SonarApollo.ioagainst: Cognism, LinkedIn Sales Navigator, ZoomInfo SalesOSApollo.ioHeldagainst: ZoomInfo SalesOSApollo.ioagainst: ZoomInfo SalesOSApollo.ioagainst: Cognism, ZoomInfo SalesOSno first choiceagainst: 6sense Sales Intelligence, Apollo.io, Cognism, Lusha, ZoomInfo SalesOS
One alternative
UpLeadThree alternatives
LinkedIn Sales Navigator, Lusha, UpLeadFour alternatives
Clay, Cognism, HubSpot Sales Hub, LinkedIn Sales NavigatorTwo alternatives
Clay, LushaGrok 4.20Apollo.ioagainst: 6sense Sales Intelligence, Cognism, Demandbase, HubSpot Sales Hub, ZoomInfo SalesOSApollo.ioHeldagainst: Cognism, ZoomInfo SalesOSApollo.ioagainst: 6sense Sales Intelligence, Demandbase, ZoomInfo SalesOSApollo.ioagainst: Cognism, ZoomInfo SalesOSApollo.ioagainst: ZoomInfo SalesOSagainst: Apollo.io, Lusha, Seamless.AI, ZoomInfo SalesOS
Three alternatives
Lead411, Lusha, UpLeadFour alternatives
LeadIQ, Lusha, Prospeo, UpLeadFour alternatives
Clay, Cognism, Lemlist, LushaFour alternatives
Hunter, Lusha, Prospeo, UpLeadThree alternatives
Cognism, Lemlist, LinkedIn Sales NavigatorMistral SmallApollo.ioApollo.ioHeldApollo.io, Hunter, Lushaagainst: ZoomInfo SalesOSApollo.iono first choiceagainst: Lusha, Seamless.AI, ZoomInfo SalesOSagainst: Lusha, Seamless.AI, Skrapp.io
Three alternatives
Cognism, Lusha, ZoomInfo SalesOSThree alternatives
Cognism, Lusha, SalesIntelTwo alternatives
Databar, LinkedIn Sales NavigatorTwo alternatives
FullEnrich, UpLeadDeepSeek V4 FlashApollo.ioagainst: ZoomInfo SalesOSApollo.ioHeldagainst: Cognism, ZoomInfo SalesOSApollo.ioagainst: ZoomInfo SalesOSApollo.ioagainst: Cognism, ZoomInfo SalesOSApollo.io, Lushaagainst: Demandbase, ZoomInfo SalesOSagainst: A-Leads, Apollo.io, SalesIntel, Seamless.AI, ZoomInfo SalesOS
Four alternatives
Cognism, LeadIQ, Lusha, UpLeadThree alternatives
Lusha, Snov.io, UpLeadFive alternatives
Cognism, Hunter, LinkedIn Sales Navigator, Lusha, UpLeadTwo alternatives
Lusha, SidekickLlama 4 MaverickApollo.ioApollo.ioHeldDatabaragainst: ZoomInfo SalesOSApollo.ioApollo.ioagainst: HubSpot, Skrapp.io
Three alternatives
Cognism, FullEnrich, ZoomInfo SalesOSSix alternatives
Apollo.io, Claap, Cognism, Hunter, Lemlist, LushaTwo alternatives
FullEnrich, UpLeadTwo alternatives
Lusha, ProspeoQwen 3.7 FlashApollo.ioagainst: ZoomInfo SalesOSApollo.ioHeldagainst: ZoomInfo SalesOSApollo.ioagainst: ZoomInfo SalesOSApollo.ioagainst: ZoomInfo SalesOSApollo.ioagainst: ZoomInfo SalesOSagainst: Clari Copilot, Gong, Outreach, Salesloft, Seamless.AI, ZoomInfo SalesOS
One alternative
LushaTwo alternatives
Hunter, LushaFour alternatives
Cognism, Dealfront, Lusha, Seamless.AIThree alternatives
BookYourData, Lusha, UpLeadFour alternatives
LeadIQ, Lusha, RocketReach, Seamless.AIKimi K2Apollo.ioagainst: ZoomInfo SalesOSApollo.ioHeldagainst: Cognism, ZoomInfo SalesOSApollo.ioagainst: Cognism, ZoomInfo SalesOSApollo.ioagainst: Cognism, Hunter, ZoomInfo SalesOSApollo.ioagainst: Cognism, ZoomInfo SalesOSagainst: Apollo.io, Lead411, Lusha, RocketReach, SalesIntel, Seamless.AI, ZoomInfo SalesOS
Three alternatives
Cognism, Lusha, UpLeadThree alternatives
HubSpot Sales, Lusha, UpLeadOne alternative
LushaFour alternatives
Lusha, Sidekick, Snov.io, WizaOne alternative
LushaGLM 4.7 FlashXApollo.ioagainst: ZoomInfo SalesOSApollo.io, LushaChangedagainst: ZoomInfo SalesOSApollo.ioagainst: LinkedIn Sales Navigator, ZoomInfo SalesOSApollo.iono first choiceagainst: Apollo.io, LinkedIn Sales Navigator
Four alternatives
Cognism, Dealfront, Lusha, UpLeadFive alternatives
Clay, Cognism, Gong, Lusha, SidekickTwo alternatives
Lusha, UpLeadMiniMax M2.5Apollo.ioApollo.ioHeldApollo.ioagainst: ZoomInfo SalesOSApollo.iono first choiceagainst: Dun & Bradstreet, InfoUSA, ZoomInfo SalesOS
Three alternatives
LinkedIn Sales Navigator, Lusha, UpLeadThree alternatives
Lusha, Prospeo, Seamless.AIFour alternatives
Clay, Cognism, LinkedIn Sales Navigator, LushaFive alternatives
Cognism, Lemlist, Lusha, Prospeo, UpLeadGPT-6 LunaApollo.ioApollo.ioHeldApollo.ioagainst: CognismApollo.ioagainst: Cognismno first choiceagainst: Apollo.io, Lusha, ZoomInfo SalesOS
Two alternatives
LinkedIn Sales Navigator, LushaTwo alternatives
LinkedIn Sales Navigator, UpLeadFour alternatives
LinkedIn Sales Navigator, Lusha, SalesIntel, UpLeadOne alternative
HunterMuse Glimmer 30BApollo.ioApollo.ioHeldagainst: ZoomInfo SalesOSApollo.ioagainst: ZoomInfo SalesOSApollo.ioagainst: ZoomInfo SalesOSno first choiceagainst: Apollo.io, Cognism, Lusha, Seamless.AI, ZoomInfo SalesOS
Three alternatives
CUFinder, Cognism, LushaThree alternatives
Cognism, LinkedIn Sales Navigator, UpLeadThree alternatives
Cognism, Lusha, SidekickFour alternatives
CUFinder, Hunter, Lusha, RocketReachBold 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 08:42 | yes | 15 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:34 | yes | 5 | 8 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 17:01 | yes | 9 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 17:29 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:59 | yes | 5 | 24 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:27 | yes | 5 | 23 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:28 | yes | 24 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:16 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:56 | yes | 18 | 36 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:38 | yes | 10 | 18 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:09 | yes | 13 | 67 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:23 | yes | 10 | 37 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:51 | yes | 4 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:54 | yes | 14 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:59 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:13 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:52 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:45 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:29 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:39 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:50 | yes | 20 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:05 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:28 | yes | 5 | 25 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:33 | yes | 10 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:24 | yes | 10 | 21 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:10 | yes | 5 | 18 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:46 | yes | 3 | 8 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:03 | yes | 15 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:35 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:41 | yes | 5 | 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 11:45 | yes | 14 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:52 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:30 | yes | 5 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:26 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:41 | yes | 25 | 49 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:45 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:17 | yes | 5 | 18 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:45 | yes | 15 | 32 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:51 | yes | 15 | 61 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:39 | yes | 10 | 24 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:13 | yes | 6 | 30 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:33 | yes | 14 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:15 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:28 | yes | 2 | 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 14:25 | no | 0 | 14 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:52 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:40 | yes | 5 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:00 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:43 | yes | 25 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:06 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:10 | yes | 10 | 30 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:22 | yes | 9 | 35 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:35 | yes | 25 | 38 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:53 | yes | 5 | 15 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:45 | yes | 3 | 8 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:45 | yes | 15 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:05 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:59 | no | 0 | 6 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 13:00 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 13:50 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:12 | yes | 10 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:43 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:50 | yes | 25 | 57 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:16 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:47 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:26 | yes | 15 | 50 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:01 | yes | 24 | 77 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:18 | no | 0 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:31 | yes | 2 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:11 | yes | 15 | 28 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:33 | yes | 17 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:45 | yes | 3 | 6 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 16:28 | yes | 10 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:54 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:42 | yes | 20 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:51 | yes | 24 | 13 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:03 | yes | 24 | 42 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:48 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:07 | yes | 20 | 57 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:43 | yes | 25 | 39 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:17 | yes | 25 | 102 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:16 | no | 0 | 61 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:45 | yes | 4 | 45 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:43 | yes | 20 | 28 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
6sense read as 6sense Sales Intelligence
LinkedIn read as LinkedIn Sales Navigator
Skrapp read as Skrapp.io
ZoomInfo read as ZoomInfo SalesOS
ZoomInfo (ZoomInfo Marketing OS) read as ZoomInfo SalesOS
ZoomInfo (including GTM Workspace) read as ZoomInfo SalesOS
Unresolved, counted raw
HubSpot Sales
HubSpot's Sales Hub
InfoUSA
Leadspace Sidekick
Scrubby
Surfe
Web-Scraping Agents
Discontinued, still offered
No shut-down product was recommended here.