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. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
94%
Apollo.ioConsensus
94Apollo.io02Cognism02Kaspr02others
94% of first choices, consensus.
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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the seven 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 small business.
All six head-to-head pages: the top four products, each against each
One product takes 94% 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. Six products carry a negative rate above 25% in this category.
What they warned about
Ten of twelve models held their first choice under the paraphrase. Claude Haiku 4.5 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.
ZoomInfo SalesOS83%
48 of 58 labels negative · 11 of 12 models · 18 hard negative
“ZoomInfo — the biggest "contract trap" risk ... For most small teams, you'll pay more for data you could get cheaper elsewhere, and you risk getting locked into a renewal contract.” DeepSeek V4 Flash, negative prompt
Cognism40%
14 of 35 labels negative · 9 of 12 models · 5 hard negative
“Why avoid: Also enterprise-priced ($15,000+/yr) with minimal ROI for small businesses” MiniMax M2.5, negative prompt
6sense Sales Intelligence77%
10 of 13 labels negative · 8 of 12 models · 7 hard negative
“one guide explicitly says not to buy it without someone owning the platform most of the time” Perplexity Sonar, negative prompt
Seamless.AI53%
10 of 19 labels negative · 8 of 12 models · 7 hard negative
“it is one of the most complained-about platforms among small businesses... Deceptive Contract Lock-ins” Gemini 3.5 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. 283 links across 104 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 · Salesgenie11 answers · 12 citations · 3 models
vendor site · Salesmotion10 answers · 16 citations · 3 models
vendor site · ZoomInfo9 answers · 13 citations · 2 models
vendor site · Reddit8 answers · 17 citations · 2 models
vendor site · Demandbase8 answers · 8 citations · 2 models
vendor site · Amplemarket7 answers · 8 citations · 3 models
vendor site · Lusha Systems6 answers · 12 citations · 3 models
vendor site · BookYourData6 answers · 6 citations · 3 models
vendor site · Cleanlist6 answers · 6 citations · 3 models
vendor site · Apollo.io5 answers · 8 citations · 2 models
vendor site · YouTube5 answers · 8 citations · 1 model
vendor site · Autobound5 answers · 6 citations · 3 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.
9 answers · 3 models
6 answers · 3 models
6 answers · 2 models
5 answers · 3 models
5 answers · 3 models
5 answers · 2 models
4 answers · 2 models
4 answers · 2 models
4 answers · 2 models
4 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 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 | 94% | 1010 | 33,100 | 396 | 111,608 | 94 | 3 | |
| Lusha lusha.com | 2% | 280 | 12,100 | 893 | 52,570 | $11 | 57 | |
| Kaspr kaspr.io | 2% | 15 | ||||||
| Cognism cognism.com | 2% | 349 | 3,600 | 68 | 48,685 | 15 | ||
| UpLead uplead.com | 0% | 83 | 3,600 | 57 | 15,339 | 7 | ||
| LeadIQ leadiq.com | 0% | 15 | 1,900 | 52 | 1,140,953 | 1 | ||
| Hunter hunter.io | 0% | 79 | 201,000 | 280,275 | 152,782 | 6 | ||
| Saleshandy Lead Finder saleshandy.com | 0% | 13 | 193,553 | 2 | ||||
| Skrapp.io skrapp.io | 0% | 5 | ||||||
| Clay clay.com | 0% | 287 | 135,000 | 168,089 | 294,056 | 11 |
Google's top ten for the two searches hold 11 sites; 6 of them are among the sites the models cited here (apollo.io, autobound.ai, demandbase.com, pipeline.zoominfo.com, reddit.com, salesgenie.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.ioApollo.io, KasprChangedagainst: ZoomInfo SalesOSApollo.ioApollo.iono first choiceagainst: 6sense Sales Intelligence, Apollo.io, Lusha, SalesIntel, ZoomInfo SalesOS
Five alternatives
Cognism, D&B Hoovers, Lead411, LeadIQ, LushaFour alternatives
Clay, Cognism, Lusha, ZoomInfo SalesOSThree alternatives
BookYourData, Lead411, UpLeadGPT-5.4 miniApollo.ioagainst: ZoomInfo SalesOSApollo.ioHeldagainst: ZoomInfo SalesOSApollo.ioApollo.ioagainst: Cognism, ZoomInfo SalesOSno first choicenothing named
Three alternatives
Cognism, Lusha, UpLeadTwo alternatives
Cognism, LushaFive alternatives
Cognism, Crunchbase, Lusha, Seamless.AI, ZoomInfo SalesOSOne alternative
LushaGemini 3.5 FlashApollo.ioagainst: ZoomInfo SalesOSApollo.ioHeldagainst: Cognism, ZoomInfo SalesOSApollo.ioagainst: Cognism, ZoomInfo SalesOSApollo.ioagainst: Cognism, ZoomInfo SalesOSApollo.ioagainst: ZoomInfo SalesOSagainst: 6sense Sales Intelligence, Bombora, Demandbase, Seamless.AI, ZoomInfo SalesOS
Five alternatives
Cognism, HubSpot Breeze Intelligence, Kaspr, Lusha, UpLeadTwo alternatives
Lusha, UpLeadThree alternatives
Clay, Lusha, UpLeadTwo alternatives
Kaspr, UpLeadThree alternatives
Clay, Cognism, LushaPerplexity SonarApollo.ioApollo.ioHeldagainst: ZoomInfo SalesOSApollo.ioagainst: Cognism, ZoomInfo SalesOSApollo.iono first choiceagainst: 6sense Sales Intelligence, Apollo.io, Demandbase, Gong, Seamless.AI, ZoomInfo SalesOS
Three alternatives
Lusha, Saleshandy Lead Finder, Skrapp.ioFour alternatives
Hunter, Lusha, Skrapp.io, UnifyFour alternatives
Hunter, LeadIQ, Lusha, UpLeadThree alternatives
Lusha, Saleshandy Lead Finder, UpLeadGrok 4.20Apollo.ioagainst: ZoomInfo SalesOSApollo.ioHeldagainst: ZoomInfo SalesOSApollo.ioagainst: Seamless.AI, ZoomInfo SalesOSApollo.ioagainst: ZoomInfo SalesOSApollo.io, Cognismagainst: ZoomInfo SalesOSagainst: 6sense Sales Intelligence, Cognism, Demandbase, SalesIntel, Seamless.AI, ZoomInfo SalesOS
Two alternatives
Cognism, LinkedIn Sales NavigatorTwo alternatives
Lusha, UpLeadFour alternatives
LeadIQ, Lusha, RocketReach, UpLeadFour alternatives
Lead411, Lusha, Saleshandy Lead Finder, UpLeadOne alternative
LushaMistral SmallApollo.ioApollo.ioHeldApollo.ioagainst: 6sense Sales Intelligence, Cognism, Demandbase, Gong, ZoomInfo SalesOSApollo.ioApollo.ioagainst: ZoomInfo SalesOSagainst: Lusha, RocketReach, SalesIntel, Seamless.AI, ZoomInfo SalesOS
Four alternatives
Kaspr, Lusha, Saleshandy Lead Finder, UpLeadThree alternatives
Lusha, RocketReach, UpLeadFour alternatives
LeadIQ, Lusha, Salesmotion, Seamless.AITwo alternatives
Lusha, UpLeadFive alternatives
Craft.co, LeadIQ, Lusha, Seamless.AI, UpLeadDeepSeek V4 FlashApollo.ioagainst: 6sense Sales Intelligence, Cognism, Demandbase, ZoomInfo SalesOSApollo.ioHeldagainst: ZoomInfo SalesOSApollo.ioagainst: 6sense Sales Intelligence, Cognism, ZoomInfo SalesOSApollo.ioagainst: ZoomInfo SalesOSApollo.ioagainst: 6sense Sales Intelligence, Demandbase, ZoomInfo SalesOSagainst: Apollo.io, Kaspr, Lusha, RocketReach, Seamless.AI, ZoomInfo SalesOS
Two alternatives
Lusha, UpLeadFour alternatives
Hunter, Lusha, Skrapp.io, UpLeadThree alternatives
Clay, Lusha, UpLeadTwo alternatives
Lusha, Snov.ioThree alternatives
Cognism, LeadIQ, LushaLlama 4 MaverickApollo.ioApollo.ioHeldApollo.ioApollo.iono first choicenothing named
Three alternatives
Dealfront, Lusha, ZoomInfo SalesOSThree alternatives
Lusha, Skrapp.io, ZoomInfo SalesOSThree alternatives
Hunter, Lusha, SalesmotionThree alternatives
Dealfront, LeadIQ, Saleshandy Lead FinderQwen 3.7 FlashApollo.ioagainst: ZoomInfo SalesOSApollo.ioHeldagainst: ZoomInfo SalesOSApollo.ioagainst: ZoomInfo SalesOSApollo.ioagainst: UpLead, ZoomInfo SalesOSApollo.ioagainst: ZoomInfo SalesOSagainst: Apollo.io, RocketReach, ZoomInfo SalesOS
Three alternatives
Lusha, RocketReach, UpLeadTwo alternatives
Lusha, RocketReachTwo alternatives
Amplemarket, LushaOne alternative
LushaOne alternative
LushaKimi K2Apollo.ioagainst: ZoomInfo SalesOSApollo.ioHeldagainst: ZoomInfo SalesOSApollo.ioagainst: 6sense Sales Intelligence, Demandbase, Seamless.AI, ZoomInfo SalesOSApollo.ioagainst: Cognism, LeadIQ, ZoomInfo SalesOSApollo.ioagainst: ZoomInfo SalesOSagainst: Apollo.io, Lusha, RocketReach, Seamless.AI, ZoomInfo SalesOS
Two alternatives
Cognism, LushaOne alternative
LushaThree alternatives
LeadIQ, Lusha, RocketReachThree alternatives
Hunter, Lusha, Saleshandy Lead FinderTwo alternatives
Lusha, UpLeadGLM 4.7 FlashXApollo.ioagainst: Cognism, ZoomInfo SalesOSApollo.ioHeldagainst: Cognism, ZoomInfo SalesOSApollo.ioApollo.ioApollo.ioagainst: Apollo.io, Cognism, Demandbase, Lusha, Seamless.AI, ZoomInfo SalesOS
Two alternatives
Lusha, Seamless.AIOne alternative
LushaThree alternatives
LeadIQ, Lusha, Seamless.AIThree alternatives
Lusha, RocketReach, UpLeadThree alternatives
Cognism, LeadIQ, LushaMiniMax M2.5Apollo.ioagainst: ZoomInfo SalesOSApollo.io, LushaChangedApollo.ioagainst: 6sense Sales Intelligence, Demandbase, ZoomInfo SalesOSApollo.ioagainst: ZoomInfo SalesOSApollo.ioagainst: Cognism, LinkedIn Sales Navigator, Lusha, Seamless.AI, ZoomInfo SalesOS
One alternative
AmplemarketFour alternatives
LinkedIn Sales Navigator, Lusha, Salesmotion, UpLeadTwo alternatives
Cognism, ZoomInfo SalesOSBold 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 05:07 | yes | 7 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:51 | yes | 5 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:51 | yes | 20 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 01:09 | 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) | 2026-09-15 00:23 | yes | 0 | 6 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:42 | yes | 0 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:51 | yes | 0 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:27 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:28 | yes | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:48 | yes | 0 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:54 | yes | 0 | 53 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:43 | yes | 0 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:24 | yes | 6 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:20 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:59 | yes | 7 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 04:32 | 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 02:13 | yes | 0 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:42 | yes | 0 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:38 | yes | 0 | 41 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:12 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:55 | yes | 0 | 34 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:59 | yes | 0 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:53 | yes | 0 | 30 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:27 | yes | 0 | 11 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:45 | yes | 7 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:05 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:29 | yes | 18 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 04:39 | yes | 20 | 21 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 04:35 | yes | 0 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:05 | yes | 0 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-14 23:01 | yes | 0 | 24 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:45 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:42 | yes | 0 | 25 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:06 | yes | 0 | 38 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:24 | yes | 0 | 76 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:55 | yes | 0 | 16 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:32 | yes | 8 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:15 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:45 | yes | 17 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 03:09 | yes | 20 | 6 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 03:03 | yes | 0 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:02 | yes | 0 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:04 | yes | 0 | 37 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:34 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:27 | yes | 0 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:54 | yes | 0 | 167 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:18 | yes | 0 | 38 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:10 | yes | 0 | 27 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:40 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:19 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:25 | yes | 14 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 02:35 | yes | 20 | 9 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 03:33 | yes | 0 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:28 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-14 23:38 | yes | 0 | 27 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:44 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:22 | yes | 0 | 40 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:03 | yes | 0 | 42 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:15 | yes | 0 | 27 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:30 | yes | 0 | 17 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:50 | yes | 14 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:49 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:21 | yes | 23 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 03:19 | yes | 20 | 7 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) | 2026-09-14 23:35 | yes | 0 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:17 | yes | 0 | 15 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:52 | yes | 0 | 30 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:29 | yes | 0 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:57 | yes | 0 | 49 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:30 | yes | 0 | 57 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:07 | yes | 0 | 55 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 05:00 | yes | 0 | 20 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
Saleshandy read as Saleshandy Lead Finder
Skrapp read as Skrapp.io
ZoomInfo read as ZoomInfo SalesOS
Unresolved, counted raw
Craft.co
Lessie
Discontinued, still offered
No shut-down product was recommended here.