Market intelligence platforms for small business buyers
Asked as “market intelligence platform”, and as “market and company research platform”, on behalf of a small B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
31%
Contested · Kompyte 9%
31Apollo.io09Kompyte09Semrush50others
31% of first choices, contested.
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 fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the four 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.
Google Trends is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models two times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
For buyers
All twenty-eight head-to-head pages: the top eight products, each against each
Apollo.io vs CrunchbaseApollo.io vs SemrushApollo.io vs SimilarwebApollo.io vs AlphaSenseZoomInfo vs KlueZoomInfo vs CrayonZoomInfo vs CrunchbaseZoomInfo vs SemrushZoomInfo vs SimilarwebZoomInfo vs AlphaSenseKlue vs CrayonKlue vs CrunchbaseKlue vs SemrushKlue vs SimilarwebKlue vs AlphaSenseCrayon vs CrunchbaseCrayon vs SemrushCrayon vs SimilarwebCrayon vs AlphaSenseCrunchbase vs SemrushCrunchbase vs SimilarwebCrunchbase vs AlphaSenseSemrush vs SimilarwebSemrush vs AlphaSenseSimilarweb vs AlphaSense
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09
10
11
12
13
14
15
16Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Apollo.io31%
Apollo.io31%02Semrush9%
Semrush9%03Kompyte9%
Kompyte9%04LinkedIn Sales Navigator6%
LinkedIn Sales Navigator6%05Visualping4%
Visualping4%06Google Trends4%
Google Trends4%076sense4%
6sense4%08Crunchbase2%
Crunchbase2%09HubSpot Marketing Hub2%
HubSpot Marketing Hub2%10Contify2%
Contify2%11Klue2%
Klue2%12ZoomInfo2%
ZoomInfo2%13Similarweb0%
Similarweb0%14CB Insights0%
CB Insights0%15AlphaSense0%
AlphaSense0%16Crayon0%
Crayon0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and GPT-6 Luna 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.
ZoomInfo69%
27 of 39 labels negative · 13 of 14 models · 5 hard negative
“Enterprise-heavy tools like ZoomInfo (~$15K+/yr) or AlphaSense (custom, $40K+) were excluded as they're often too pricey for small teams.” Grok 4.1 Fast, comparative prompt
Semrush24%
11 of 46 labels negative · 11 of 14 models · 4 hard negative
“Consistently criticized for its high pricing, especially for small businesses and independent professionals.” Mistral Small, negative prompt
Similarweb29%
11 of 38 labels negative · 10 of 14 models · 2 hard negative
“Data accuracy and timeliness issues reported by users ... Relatively high pricing for smaller businesses” GLM 4.7 FlashX, negative prompt
Crayon60%
21 of 35 labels negative · 9 of 14 models · 8 hard negative
“Enterprise suites like Crayon and Klue run roughly $15,000 to $100,000 a year and assume a dedicated analyst, a mismatch for almost every small business.” 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
73 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. 976 links across 243 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 · ZoomInfo45 answers · 62 citations · 11 models
38 answers · 50 citations · 11 models
30 answers · 63 citations · 13 models
vendor site · Demandbase25 answers · 25 citations · 11 models
vendor site · Contify23 answers · 27 citations · 13 models
vendor site · Copy.ai23 answers · 26 citations · 9 models
vendor site · Prospeo21 answers · 26 citations · 10 models
20 answers · 20 citations · 8 models
19 answers · 21 citations · 10 models
17 answers · 20 citations · 11 models
vendor site · Supermetrics15 answers · 15 citations · 8 models
vendor site · Meltwater14 answers · 15 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.
36 answers · 11 models
35 answers · 10 models
23 answers · 10 models
22 answers · 9 models
21 answers · 9 models
19 answers · 8 models
17 answers · 11 models
17 answers · 11 models
15 answers · 8 models
15 answers · 9 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 “best market intelligence platform”, “market 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 |
|---|---|---|---|---|---|---|---|
| Apollo.io apollo.io | 31% | 1000 | 33,100 | 396 | 111,608 | 94 | |
| Semrush semrush.com | 9% | 378 | 90,500 | 2,055 | 2,885,637 | $1,727 | 103 |
| Kompyte kompyte.com | 9% | 167 | 320 | 5 | 4,269 | ||
| LinkedIn parent site LinkedIn Sales Navigator 6% | 6% | 102 | 11,100,000 | 77,031 | |||
| Google parent site Google Trends 4%, Google Alerts 2% | 6% | 122 | 368,000 | 1,458 | |||
| Visualping visualping.io | 4% | 98 | 6,600 | 120 | 76,126 | 2 | |
| 6sense 6sense.com | 4% | 684 | 49,500 | 316 | 108,788 | $1,209 | 120 |
| Crunchbase crunchbase.com | 2% | 44 | 40,500 | 627 | 4,859,241 | 25 | |
| HubSpot parent site HubSpot Marketing Hub 2% | 2% | 934 | 368,000 | 9,776 | |||
| Ahrefs ahrefs.com | 2% | 181 | 49,500 | 1,338 | 1,260,839 | $441 | 30 |
Google's top ten for the two searches hold 11 sites; 2 of them are among the sites the models cited here (alpha-sense.com, pipeline.zoominfo.com). The first result for “best market intelligence platform” is gartner.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best market intelligence platform for a small B2B company?”Paraphrase“Which market and company research platform would you recommend to a small business that sells to other businesses?”Comparative“What are the top market intelligence platforms for a small team and how do they differ?”Budget-constrained“What is the best market intelligence platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a market intelligence platform. What should we look at?”Negative“Which market intelligence platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Apollo.io, HubSpot Marketing Hubagainst: ZoomInfoPipedrive, WynterChangedAwarioagainst: KlueKompyteno first choiceagainst: AlphaSense, Crayon, Klue, Semrush, Similarweb, ZoomInfo
One alternative
ZenABMTwo alternatives
CB Insights, SurveyMonkeyNine alternatives
Apollo.io, Crayon, IndustryLens, Kompyte, Lusha, SE Ranking, Semrush, Similarweb, VisualpingFour alternatives
Awario, RivalSense, ScoutRival, VisualpingGPT-5.4 miniG2 Market Intelligenceagainst: D&B Hoovers, ZoomInfoApollo.ioChangedSemrushSemrushno first choicenothing named
Four alternatives
AlphaSense, Crayon, Semrush, SimilarwebThree alternatives
Crunchbase, Similarweb, ZoomInfoFive alternatives
Brandwatch, Crayon, Feedly Market Intelligence, G2 Market Intelligence, SimilarwebOne alternative
SimilarwebGemini 3.5 FlashApollo.ioagainst: 6sense, Crayon, Demandbase, Klue, ZoomInfoApollo.ioHeldagainst: Forrester, Gartner, PitchBook, SurveyMonkey, ZoomInfoSpyFuagainst: 6sense, Brandwatch, CB Insights, Crayon, Klue, Similarweb, ZoomInfoParano.aiagainst: AlphaSense, Crayon, Klue, Semrush, ZoomInfono first choiceagainst: 6sense, CB Insights, Cision, Demandbase, Forrester, Gartner, Meltwater, PitchBook, Preqin, ZoomInfo
Six alternatives
Competely, DemandSense, Factors.ai, Semrush .Trends, UpLead, VisualpingSix alternatives
CleverX, LinkedIn Sales Navigator, Owler, Semrush, Statista, WynterSix alternatives
Apollo.io, Competely, Competitors App, Mention, Semrush, VisualpingSix alternatives
Apollo.io, Cotera, Google Alerts, Owler, SpyFu, VisualpingPerplexity SonarApollo.ioagainst: AlphaSense, CB InsightsZoomInfoChangedSemrush, Semrush .Trends, Visualpingagainst: Similarweb, ZoomInfoSemrushagainst: Meltwaterno first choiceagainst: Crayon, Factiva, Semrush, Similarweb, ZoomInfo
Two alternatives
Kompyte, SimilarwebOne alternative
G2 Buyer IntentThree alternatives
Brand24, Crayon, KompyteFour alternatives
Copy.ai, Google Analytics 4, Similarweb, VisualpingGrok 4.1 FastApollo.ioagainst: 6sense, Crayon, Klue, ZoomInfoApollo.ioHeldagainst: ZoomInfoApollo.io, HubSpot Marketing Hub, Semrush, SpyFuagainst: AlphaSense, Crayon, Klue, Miniloop, ZoomInfoGoogle Alerts, Google Trends, Visualpingagainst: KlueContify, Klueagainst: AlphaSense, Apollo.io, Brandwatch, CB Insights, Contify, Demandbase, Kissmetrics, Qualtrics, Salesforce, Semrush, Similarweb, ZoomInfo
Two alternatives
HubSpot Marketing Hub, SemrushThree alternatives
Cognism, Crunchbase, UpLeadThree alternatives
Ahrefs, Crunchbase, SimilarwebOne alternative
KompyteTwo alternatives
Price2Spy, VisualpingMistral Small6sense, CrunchbaseApollo.io, CognismChangedSMARTe, Visualpingagainst: 6sense, Crayon, Hootsuite, Sprout SocialWaveupagainst: Bright Datano first choiceagainst: Bloomberg Terminal, Brandwatch, Contify, Semrush, ZoomInfo
One alternative
TombaTwo alternatives
Marketresearch.com, ZoomInfoTwo alternatives
Semrush, SimilarwebDeepSeek V4 FlashSMARTeagainst: AlphaSense, Crayon, KlueApollo.ioChangedagainst: HG Insights, ZoomInfoKompyte, Owleragainst: Crayon, Klue, ZoomInfono first choiceagainst: 6sense, Crayon, Klue, ZoomInfoCompetely, Kompyte, Semrushagainst: AlphaSense, Crayon, Klueagainst: AlphaSense, Apollo.io, Bloomberg Terminal, Crayon, Klue, Semrush, Similarweb, ZoomInfo
Five alternatives
Crunchbase, Demandbase, Prospeo, Similarweb, ZoomInfoThree alternatives
G2 Buyer Intent, LinkedIn Sales Navigator, StatistaTwo alternatives
Semrush, SimilarwebFive alternatives
Google Alerts, Google Trends, Kompyte, Semrush, VisualpingTwo alternatives
Contify, SimilarwebLlama 4 Maverick6senseno first choiceChangedno first choiceProspeono first choiceagainst: HubSpot Marketing Hub, Semrush
Two alternatives
Prospeo, TombaFour alternatives
Bright Data, Looker Studio, Semrush, Survey MonkeyQwen 3.7 FlashApollo.ioagainst: 6sense, Demandbase, ZoomInfoLinkedIn Sales NavigatorChangedagainst: ZoomInfoSemrushagainst: KlueSemrushagainst: Cision, Meltwaterno first choiceagainst: Bloomberg Terminal, Dun & Bradstreet, Euromonitor International, Hoovers, Meltwater, Refinitiv (LSEG) Workspace, Sprout Social, Statista
Two alternatives
Clay, CrunchbaseFive alternatives
Ahrefs, Apollo.io, Crunchbase, Semrush, StatistaFour alternatives
Mention, Similarweb, Visualping, tl;dvFive alternatives
Apollo.io, BuzzSumo, Feedly, Google Trends, SimilarwebKimi K2Kompyteagainst: AlphaSense, Crayon, KlueApollo.ioChangedSimilarwebagainst: AlphaSense, Crayon, KlueVisualpingagainst: Contify, Crayon, Klue, Kompyteno first choiceagainst: 6sense, AlphaSense, Bombora, CB Insights, Crayon, Demandbase, Klue, Kompyte, Qualtrics, Semrush, Similarweb, ZoomInfo
Four alternatives
Brand24, Contify, Crunchbase, SemrushFour alternatives
Crunchbase, D&B Hoovers, LinkedIn Sales Navigator, OwlerFive alternatives
Contify, Crunchbase, Linkeddit Compete, ScoutRival, SemrushFour alternatives
Feedly, Owler, SE Ranking, SpyFuGLM 4.7 FlashXApollo.ioagainst: KlueLinkedIn Sales NavigatorChangedApollo.io, SemrushAwario, Kompyteno first choiceagainst: Apollo.io, Coresignal, Semrush, Similarweb, Visualping, ZoomInfo
Five alternatives
6sense, Crayon, Semrush, Similarweb, ZoomInfoFive alternatives
Crunchbase, Hoovers, HubSpot Breeze Intelligence, IBISWorld, ZoomInfoFour alternatives
Kompyte, LinkedIn Sales Navigator, Similarweb, SurveySparrowEight alternatives
Exploding Topics, Google Analytics 4, Google Trends, HubSpot Marketing Hub, LinkedIn Sales Navigator, Semrush, SurveyMonkey, US Census / Census Business BuilderMiniMax M2.5Apollo.ioApollo.ioHeldagainst: ZoomInfoSemrush, SimilarwebGoogle Trends, Think with Googleagainst: AlphaSense, Contifyno first choiceagainst: AlphaSenseagainst: AlphaSense, Apollo.io, Bloomberg Terminal, Crayon, Kissmetrics, Klue, Semrush, Similarweb, Snowplow, ZoomInfo
Three alternatives
Crunchbase, HubSpot Breeze Intelligence, ZoomInfoTwo alternatives
Crunchbase, DealfrontTwo alternatives
Crunchbase, SMARTeThree alternatives
Awario, Similarweb, SurveyMonkeyGPT-6 LunaLinkedIn Sales Navigator, Semrushagainst: ContifyApollo.ioChangedAhrefs, SemrushAhrefsagainst: Semrushno first choiceagainst: Similarweb, Statista, ZoomInfo
One alternative
D&B HooversFour alternatives
AlphaSense, Crayon, Klue, SimilarwebTwo alternatives
Google Trends, U.S. Census Bureau's free Business BuilderMuse Glimmer 30BApollo.ioApollo.ioHeldKompyte, Semrushagainst: Contify, Crayon, KlueKompyteagainst: Crayon, Klueno first choiceagainst: AlphaSense, Bloomberg Terminal, CB Insights, Crayon, G2 Market Intelligence, Improvado, Salesforce, Similarweb, ZoomInfo
Four alternatives
6sense, Contify, HubSpot Marketing Hub, KlueTwo alternatives
Crunchbase, UpLeadFour alternatives
Competely, LinkedIn Sales Navigator, Similarweb, VisualpingFour alternatives
Google Alerts, HubSpot Marketing Hub, SpyFu, VisualpingBold 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 | 2026-10-04 22:23 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:19 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:42 | yes | 10 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 22:23 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:43 | yes | 18 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:17 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:24 | yes | 17 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:59 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:19 | yes | 13 | 48 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:14 | yes | 22 | 31 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:37 | yes | 15 | 63 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:52 | yes | 5 | 15 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:23 | yes | 3 | 22 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:17 | yes | 12 | 14 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:09 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:32 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:24 | yes | 13 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:10 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:22 | yes | 23 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:46 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:37 | yes | 24 | 70 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:23 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:34 | yes | 10 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:58 | yes | 20 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:49 | no | 0 | 11 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:38 | yes | 19 | 62 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:28 | yes | 2 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:10 | yes | 24 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:01 | yes | 17 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:53 | yes | 6 | 5 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:10 | yes | 7 | 30 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 23:10 | yes | 18 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:16 | yes | 19 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:54 | yes | 11 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:16 | yes | 23 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:51 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:10 | yes | 9 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:26 | yes | 20 | 39 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:17 | yes | 25 | 31 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:32 | yes | 12 | 21 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:31 | yes | 5 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:31 | yes | 23 | 36 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:16 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:17 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:40 | yes | 17 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:44 | yes | 18 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:37 | yes | 22 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:48 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:53 | yes | 25 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:17 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:35 | no | 0 | 23 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:21 | yes | 14 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:45 | yes | 14 | 39 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:00 | yes | 11 | 28 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:40 | yes | 3 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:16 | yes | 15 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:48 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:10 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:02 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 23:56 | yes | 20 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:10 | yes | 12 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:44 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:56 | yes | 21 | 44 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:21 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:20 | no | 0 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:01 | no | 0 | 45 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:46 | yes | 18 | 24 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:04 | yes | 5 | 11 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:47 | yes | 1 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:24 | yes | 13 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:36 | yes | 15 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:29 | no | 0 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:42 | yes | 23 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:29 | yes | 17 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:41 | yes | 22 | 21 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:27 | yes | 13 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:41 | yes | 21 | 34 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:19 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:06 | no | 0 | 29 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:12 | yes | 24 | 30 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:13 | yes | 16 | 91 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:26 | yes | 18 | 39 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:01 | yes | 3 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:38 | yes | 13 | 24 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
HubSpot read as HubSpot Marketing Hub
Unresolved, counted raw
BookYourData.com
ChampSignal
Clearbit Connect
Cognism Prospector
Delphi
Facebook Ad Library
Feedly Market Intelligence
Gartner
LinkedIn Intelligence
Moat.co
Parano.ai
Preqin
Refinitiv (LSEG) Workspace
SBA datasets
Salesforce
Salesforce (full stacks)
Survey Monkey
TradingView
U.S. Census Bureau's County Business Patterns
U.S. Census Bureau's free Business Builder
US Census / Census Business Builder
VantaInsights
Waveup
Yahoo Finance
Discontinued, still offered
No shut-down product was recommended here.