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. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
87%
Clear leader
87Apollo.io08Lusha02Prospeo04others
87% of first choices, clear leader.
Since September 2026▼−9Since September 2026: 94% → 85%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Apollo.io held the lead, −9 points on 94%, 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.io87%Clear leader▼−9Since September 2026: 94% → 85%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-marketApollo.io73%Clear leader▼−3Since September 2026: 76% → 73%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
ZoomInfo67%Consensus▲+1Since September 2026: 67% → 67%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
Apollo.io87%Clear leader▼−9Since September 2026: 94% → 85%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-marketApollo.io73%Clear leader▼−3Since September 2026: 76% → 73%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseZoomInfo67%Consensus▲+1Since September 2026: 67% → 67%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.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 September 2026
01Apollo.io87%11%79endorsed leader▼−9Since September 2026: 94% → 85%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.94% → 85%
Apollo.io87%11%79endorsed leader▼−9Since September 2026: 94% → 85%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.94% → 85%02
Lusha8%13%62accepted challenger▲+6Since September 2026: 2% → 9%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 9%
Lusha8%13%62accepted challenger▲+6Since September 2026: 2% → 9%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 9%03
Seamless.AI2%42%19criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Seamless.AI2%42%19criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%04ZoomInfo2%78%65criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
ZoomInfo2%78%65criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%Show the six products at 0%, ordered by negative rate
10
6sense0%80%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
6sense0%80%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%09
Cognism0%37%35criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Cognism0%37%35criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%08
Clay0%29%14criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Clay0%29%14criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%07
Hunter0%8%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Hunter0%8%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%06
LinkedIn Sales Navigator0%8%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
LinkedIn Sales Navigator0%8%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%05
UpLead0%8%26accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
UpLead0%8%26accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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.
All ten head-to-head pages: the top five products, each against each
One product takes 87% 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. Five 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. Qwen 3.7 Flash 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.
ZoomInfo78%
51 of 65 labels negative · 13 of 14 models · 20 hard negative
“Here are the specific platforms and categories to avoid or approach with caution... **ZoomInfo:** ... this high fixed cost can easily outweigh the value gained” Qwen 3.7 Flash, negative prompt
Apollo.io11%
9 of 79 labels negative · 9 of 14 models · 2 hard negative
“**Apollo** has well-documented data quality issues ... Apollo specifically suffers from 20-30% bounce rates” Claude Haiku 4.5, negative prompt
Seamless.AI42%
8 of 19 labels negative · 8 of 14 models · 5 hard negative
“That combination of hard-to-exit annual contracts, surprise billing and data freshness issues makes it a high-risk choice for small teams with limited budgets.” Muse Glimmer 30B, negative prompt
Lusha13%
8 of 62 labels negative · 8 of 14 models · 2 hard negative
“**Lusha** has the lowest rating on Trustpilot at 1.3/5, with focus on automatic renewals, difficulty canceling, poor support, and credit trap issues” Claude Haiku 4.5, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
79 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. 1101 links across 217 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · ZoomInfo54 answers · 135 citations · 11 models
vendor site · Apollo.io41 answers · 82 citations · 10 models
vendor site · Lusha38 answers · 52 citations · 12 models
vendor site · Salesmotion32 answers · 43 citations · 11 models
vendor site · Demandbase23 answers · 24 citations · 10 models
vendor site · Leadspace20 answers · 20 citations · 10 models
17 answers · 28 citations · 10 models
vendor site · HubSpot17 answers · 20 citations · 8 models
16 answers · 16 citations · 6 models
15 answers · 30 citations · 7 models
vendor site · Amplemarket15 answers · 22 citations · 10 models
vendor site · Clay14 answers · 20 citations · 9 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 · 10 models
20 answers · 10 models
16 answers · 8 models
16 answers · 9 models
16 answers · 6 models
14 answers · 9 models
13 answers · 9 models
12 answers · 7 models
11 answers · 10 models
11 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 | 87% | 1000 | 33,100 | 396 | 111,608 | 94 | 3 | |
| Lusha lusha.com | 8% | 322 | 12,100 | 893 | 52,570 | $11 | 57 | |
| Prospeo prospeo.io | 2% | 99 | 2,400 | 19 | 403,704 | 14 | ||
| Seamless.AI seamless.ai | 2% | 65 | 14,800 | 160 | 271,504 | 82 | ||
| ZoomInfo zoominfo.com | 2% | 846 | 135,000 | 1,810 | 6,376,738 | $1,140 | 120 | 2 |
| UpLead uplead.com | 0% | 101 | 3,600 | 57 | 15,339 | 7 | ||
| LinkedIn parent site LinkedIn Sales Navigator 0% | 0% | 102 | 11,100,000 | 77,031 | ||||
| HubSpot parent site HubSpot Sales Hub 0%, HubSpot Breeze Intelligence 0%, HubSpot CRM 0% | 0% | 693 | 368,000 | 9,776 | ||||
| LeadIQ leadiq.com | 0% | 19 | 1,900 | 52 | 1,140,953 | 1 | ||
| Hunter hunter.io | 0% | 75 | 201,000 | 280,275 | 152,782 | 6 |
Google's top ten for the two searches hold 11 sites; 4 of them are among the sites the models cited here (apollo.io, demandbase.com, g2.com, pipeline.zoominfo.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.ioagainst: ZoomInfoApollo.ioHeldApollo.ioagainst: Cognism, ZoomInfoApollo.ioagainst: 6sense, Cognism, ZoomInfono first choiceagainst: Apollo.io, D&B Hoovers, Lusha, SalesIntel, Seamless.AI, ZoomInfo
Two alternatives
BookYourData, LushaThree alternatives
LinkedIn Sales Navigator, Lusha, SalesgenieFour alternatives
HubSpot Sales Hub, Lead411, Lusha, UpLeadThree alternatives
Lead411, Lusha, UpLeadGPT-5.4 miniApollo.ioApollo.ioHeldagainst: ZoomInfoApollo.ioagainst: Seamless.AI, ZoomInfoApollo.ioagainst: ZoomInfono first choiceagainst: ZoomInfo
Four alternatives
Cognism, HubSpot Breeze Intelligence, Lusha, ZoomInfoOne alternative
LushaFour alternatives
Cognism, Hunter, LeadIQ, LushaOne alternative
LushaGemini 3.5 FlashApollo.ioagainst: ZoomInfoApollo.ioHeldagainst: ZoomInfoApollo.ioagainst: 6sense, ZoomInfoApollo.ioagainst: ClayApollo.ioagainst: Clay, ZoomInfoagainst: 6sense, Demandbase, Seamless.AI, ZoomInfo
Four alternatives
Cognism, Kaspr, Lusha, UpLeadThree alternatives
BookYourData, Lusha, UpLeadFour alternatives
Clay, Hunter, Lusha, UpLeadThree alternatives
Kaspr, Lusha, UpLeadTwo alternatives
Cognism, LushaPerplexity SonarApollo.ioApollo.ioHeldApollo.ioagainst: ZoomInfoApollo.ioagainst: Clayno first choicenothing named
Three alternatives
Cognism, Hunter, ZoomInfoThree alternatives
Lusha, Saleshandy Lead Finder, UpLeadFour alternatives
Clay, HubSpot Sales Hub, LeadIQ, UpLeadTwo alternatives
Lusha, UpLeadGrok 4.1 FastApollo.ioagainst: Cognism, ZoomInfoApollo.ioHeldagainst: Lead411, ZoomInfoApollo.ioagainst: ZoomInfoApollo.ioagainst: ZoomInfoApollo.io, Lushaagainst: ZoomInfoagainst: 6sense, Apollo.io, Cognism, D&B Hoovers, Lusha, Seamless.AI, ZoomInfo
Five alternatives
Clay, HubSpot Breeze Intelligence, Lusha, RocketReach, UpLeadOne alternative
UpLeadTwo alternatives
LeadIQ, LushaTwo alternatives
Lead411, LushaTwo alternatives
Cognism, RocketReachMistral SmallApollo.ioApollo.ioHeldApollo.ioagainst: ZoomInfoApollo.io, Lushano first choiceagainst: Apollo.io, Lusha, ZoomInfo
Two alternatives
Dealfront, LushaFour alternatives
HubSpot CRM, Pipedrive, Zoho CRM, ZoomInfoThree alternatives
Cognism, HubSpot Breeze Intelligence, SidekickTwo alternatives
ListKit, UpLeadDeepSeek V4 FlashApollo.ioagainst: ZoomInfoApollo.ioHeldagainst: ZoomInfoApollo.ioagainst: ZoomInfoApollo.ioagainst: Cognism, ZoomInfoApollo.io, Prospeoagainst: ZoomInfoagainst: Apollo.io, Bombora, Cognism, Demandbase, Lusha, ZoomInfo
Two alternatives
Lusha, Seamless.AITwo alternatives
Snov.io, UpLeadThree alternatives
Clay, LeadIQ, LushaThree alternatives
Lusha, Origami.ai, ProspeoOne alternative
CognismLlama 4 MaverickApollo.ioApollo.ioHeldno first choiceApollo.ioZoomInfoagainst: 6sense, Clay, HubSpot, SyncGTM, UpLead, smooth.AI
Three alternatives
Cognism, Lusha, ZoomInfoThree alternatives
Cognism, Lusha, ZoomInfoTwo alternatives
Lusha, UpLeadTwo alternatives
Apollo.io, RB2BQwen 3.7 FlashApollo.ioagainst: ZoomInfoApollo.io, LushaChangedagainst: ZoomInfoApollo.ioagainst: ZoomInfoApollo.ioagainst: ZoomInfono first choiceagainst: ZoomInfoagainst: 6sense, ZoomInfo
Two alternatives
Cognism, LushaThree alternatives
Cognism, LinkedIn Sales Navigator, LushaTwo alternatives
Hunter, Seamless.AIThree alternatives
Apollo.io, Lusha, Seamless.AIKimi K2Apollo.ioagainst: 6sense, Cognism, Seamless.AI, ZoomInfoApollo.ioHeldagainst: Cognism, Hunter, ZoomInfoApollo.ioagainst: Cognism, ZoomInfoApollo.ioagainst: 6sense, Cognism, ZoomInfoApollo.io, Lushaagainst: Cognism, ZoomInfoagainst: Apollo.io, Lusha, ZoomInfo
Two alternatives
Lusha, UpLeadTwo alternatives
Lusha, RocketReachThree alternatives
LeadIQ, Lusha, UpLeadTwo alternatives
Hunter, LushaGLM 4.7 FlashXApollo.ioagainst: ZoomInfoApollo.ioHeldagainst: ZoomInfoApollo.io, Lushaagainst: ZoomInfoApollo.ioagainst: DiscoverOrg, ZoomInfono first choiceagainst: Apollo.io, D&B Hoovers, Lusha, Seamless.AI, ZoomInfo
One alternative
LushaTwo alternatives
Lusha, UpLeadThree alternatives
HubSpot Sales/Breeze, LeadIQ, PipedriveTwo alternatives
HubSpot Sales Hub, SalesmotionMiniMax M2.5Apollo.io, Seamless.AIApollo.ioChangedagainst: ZoomInfoApollo.ioagainst: ZoomInfoApollo.iono first choiceagainst: Apollo.io, Lusha, Salesforce, UpLead, ZoomInfo
Two alternatives
Cognism, ZoomInfoThree alternatives
HubSpot Sales Hub, LinkedIn Sales Navigator, LushaTwo alternatives
Clay, LeadIQThree alternatives
Clay, Lusha, ProspeoGPT-6 LunaApollo.ioagainst: ZoomInfoApollo.ioHeldApollo.ioagainst: SalesIntelApollo.ioagainst: Cognismno first choiceagainst: Apollo.io, Seamless.AI, ZoomInfo GTM Workspace
Two alternatives
LinkedIn Sales Navigator, LushaOne alternative
LinkedIn Sales NavigatorFive alternatives
Clay, Cognism, Hunter, LinkedIn Sales Navigator, LushaOne alternative
HunterMuse Glimmer 30BApollo.ioApollo.ioHeldagainst: ZoomInfoApollo.ioApollo.iono first choiceagainst: Apollo.io, Cognism, LinkedIn Sales Navigator, Lusha, Seamless.AI, ZoomInfo
Two alternatives
Clay, UpLeadTwo alternatives
Lusha, UpLeadEight alternatives
HubSpot Breeze Intelligence, HubSpot Sales Hub, LeadIQ, LinkedIn Sales Navigator, ListKit, Lusha, Seamless.AI, UpLeadFive alternatives
HubSpot Breeze Intelligence, HubSpot Sales Hub, Lead411, 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 13:21 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:54 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:41 | yes | 12 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:39 | yes | 20 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:03 | yes | 25 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:33 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:21 | yes | 24 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:25 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:55 | no | 0 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:12 | yes | 19 | 34 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:00 | yes | 25 | 69 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:42 | yes | 5 | 16 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:39 | yes | 4 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:31 | yes | 15 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:36 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:38 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:18 | yes | 6 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:57 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:39 | yes | 25 | 5 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:57 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:07 | yes | 25 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:06 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:53 | yes | 5 | 23 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:25 | yes | 25 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:04 | yes | 25 | 57 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:33 | yes | 9 | 17 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:22 | yes | 3 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:07 | yes | 14 | 13 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:50 | yes | 10 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:18 | yes | 2 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:37 | yes | 13 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 12:49 | yes | 18 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:53 | yes | 24 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:11 | yes | 9 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:56 | yes | 25 | 33 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:15 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:20 | no | 0 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:26 | yes | 19 | 23 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:51 | yes | 19 | 16 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:07 | yes | 25 | 48 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:36 | yes | 7 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 14:02 | yes | 14 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:17 | yes | 18 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:39 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:24 | yes | 18 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:59 | yes | 21 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:42 | yes | 25 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:28 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:20 | yes | 24 | 30 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:57 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:34 | yes | 10 | 19 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:47 | yes | 15 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:42 | yes | 24 | 101 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:48 | yes | 5 | 29 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:02 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:42 | yes | 15 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:48 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:10 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:49 | yes | 11 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 13:13 | yes | 19 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:46 | yes | 18 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:36 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:08 | yes | 24 | 45 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:43 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:53 | yes | 10 | 24 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:21 | yes | 25 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:26 | yes | 18 | 28 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:03 | yes | 5 | 62 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:22 | yes | 2 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:40 | yes | 14 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:25 | yes | 14 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:38 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:45 | yes | 25 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 07:39 | yes | 20 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:12 | yes | 24 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:53 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:25 | yes | 25 | 35 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:27 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:54 | yes | 5 | 25 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:41 | yes | 25 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:46 | yes | 23 | 66 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:52 | yes | 18 | 25 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 14:16 | yes | 4 | 30 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:07 | yes | 23 | 36 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
Saleshandy read as Saleshandy Lead Finder
Unresolved, counted raw
HubSpot Sales/Breeze
Origami.ai
Salesforce
Sidekick (by Leadspace)
ZoomInfo ReachOut
Discontinued, still offered
No shut-down product was recommended here.