Market intelligence platforms
Asked as “market intelligence platform”, and as “market and company research platform”, on behalf of a mid-market B2B company. 60 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
17%
Contested · ZoomInfo 12%
17Apollo.io12ZoomInfo08Klue63others
17% 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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
Show the three products at 0%, ordered by negative rate
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 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
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Apollo.io17%
Apollo.io17%02ZoomInfo12%
ZoomInfo12%03Klue8%
Klue8%04Crayon7%
Crayon7%05Crunchbase3%
Crunchbase3%06Semrush3%
Semrush3%07Similarweb3%
Similarweb3%08AlphaSense2%
AlphaSense2%09CB Insights2%
CB Insights2%10Contify0%
Contify0%116sense0%
6sense0%12PitchBook0%
PitchBook0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B 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.
Similarweb29%
10 of 35 labels negative · 10 of 14 models
“I would be cautious about using these as authoritative sources: - **Similarweb and Semrush for exact competitor traffic, revenue, or market share.**” GPT-6 Luna, negative prompt
ZoomInfo30%
14 of 47 labels negative · 9 of 14 models · 3 hard negative
“High Caution: ZoomInfo ... frequent complaints of **inaccurate/outdated contact data** ... Best avoided if: You're a small team” Grok 4.1 Fast, negative prompt
AlphaSense19%
7 of 36 labels negative · 6 of 14 models · 3 hard negative
“Avoid enterprise-oriented platforms like **Crayon**, **Klue**, or **AlphaSense**” Perplexity Sonar, budget prompt
Crayon14%
6 of 42 labels negative · 6 of 14 models · 3 hard negative
“Avoid enterprise-oriented platforms like **Crayon**, **Klue**, or **AlphaSense** if budget is the main constraint” Perplexity Sonar, budget 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
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. 978 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 · ZoomInfo47 answers · 85 citations · 11 models
25 answers · 26 citations · 11 models
vendor site · Demandbase24 answers · 25 citations · 11 models
vendor site · Contify23 answers · 28 citations · 11 models
22 answers · 46 citations · 10 models
vendor site · Prospeo18 answers · 21 citations · 10 models
vendor site · Supermetrics18 answers · 18 citations · 9 models
16 answers · 27 citations · 10 models
vendor site · HG Insights15 answers · 19 citations · 10 models
15 answers · 18 citations · 9 models
vendor site · Improvado15 answers · 17 citations · 8 models
vendor site · Copy.ai14 answers · 15 citations · 8 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.
38 answers · 11 models
23 answers · 11 models
20 answers · 11 models
18 answers · 9 models
17 answers · 9 models
14 answers · 10 models
13 answers · 8 models
13 answers · 9 models
12 answers · 8 models
12 answers · 10 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 | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Apollo.io apollo.io | 17% | 1000 | 33,100 | 396 | 111,608 | 94 | ||
| ZoomInfo zoominfo.com | 12% | 846 | 135,000 | 1,810 | 6,376,738 | $1,140 | 120 | 3 |
| Google parent site Google Trends 5%, Google Alerts 2%, Google Market Finder 2% | 8% | 122 | 368,000 | 1,458 | ||||
| Klue klue.com | 8% | 288 | 2,900 | 168 | 10,357 | 5 | ||
| Crayon crayon.co | 7% | 291 | 90,500 | 38,108 | 8,355 | |||
| Kompyte kompyte.com | 5% | 167 | 320 | 5 | 4,269 | |||
| Crunchbase crunchbase.com | 3% | 44 | 40,500 | 627 | 4,859,241 | 25 | ||
| Semrush semrush.com | 3% | 378 | 90,500 | 2,055 | 2,885,637 | $1,727 | 103 | |
| Visualping visualping.io | 3% | 98 | 6,600 | 120 | 76,126 | 2 | ||
| Similarweb similarweb.com | 3% | 208 | 49,500 | 616 | 1,862,043 | 117 |
Google's top ten for the two searches hold 11 sites; 3 of them are among the sites the models cited here (alpha-sense.com, improvado.io, 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 mid-market B2B company?”Paraphrase“Which market and company research platform would you recommend to a mid-sized B2B company?”Comparative“What are the top market intelligence platforms and how do they differ?”Budget-constrained“What is the best market intelligence platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a market intelligence platform. What should we look at?”Negative“Which market intelligence platforms should I avoid or be cautious about?”
Claude Haiku 4.5KlueApollo.io, CB InsightsChangedno first choiceno first choiceno first choiceagainst: D&B Hoovers, Similarweb
Three alternatives
Crayon, Improvado, ZoomInfoThree alternatives
GlobalData, Hanover, UpLeadGPT-5.4 miniCrayonagainst: AlphaSenseZoomInfoChangedAlphaSense, CB InsightsMarketminer, Semrushagainst: AlphaSense, Dedale Intelligenceno first choiceagainst: Allied Market Research, Future Market Insights, MRKT, ZoomInfo
Two alternatives
Contify, KlueTwo alternatives
G2 Buyer Intent, SimilarwebSeven alternatives
Contify, Crayon, Klue, Market Logic, Meltwater, Stravito, Valona IntelligenceOne alternative
DataInteloGemini 3.5 FlashApollo.io, Klueagainst: 6sense, Similarweb, ZoomInfoApollo.io, StatistaChangedagainst: CB Insights, PitchBook, ZoomInfono first choiceVisualpingagainst: Crayon, Klue, Meltwater, ZoomInfono first choiceagainst: Allied Market Research, Fortune Business Insights, Future Market Insights, Grand View Research, MarketsandMarkets, Mordor Intelligence, Seamless.AI, Transparency Market Research, ZoomInfo
Five alternatives
Cognism, Crayon, Demandbase, Kompyte, SemrushFive alternatives
Cognism, Crunchbase, IBISWorld, Semrush, SimilarwebEight alternatives
Apollo.io, Competely, Exploding Topics, Google Alerts, Google Trends, Owler, Similarweb, UbersuggestPerplexity SonarZoomInfoZoomInfoHeldno first choiceKompyteagainst: AlphaSense, Crayon, Klueno first choiceagainst: Bloomberg Terminal, CB Insights, Finbox, Fivetran, GuruFocus, Koyfin, PitchBook, Salesforce MCI, Stockopedia, The Motley Fool
Three alternatives
Apollo.io, Crayon, KlueThree alternatives
Forrester, G2 Buyer Intent, QualtricsTwo alternatives
SMARTe, VisualpingGrok 4.1 FastApollo.ioagainst: 6sense, ZoomInfoApollo.ioHeldno first choiceCrunchbase Free Tier, Google Alerts, Google Trendsno first choiceagainst: 6sense, AlphaSense, Bombora, Contify, HubSpot Marketing Hub, Salesforce, Similarweb, ZoomInfo
Three alternatives
Crayon, HubSpot Intelligence/Marketing Hub, KlueTwo alternatives
Cognism, ZoomInfoSix alternatives
AnswerThePublic, G2 Free Access, Google Market Finder, Semrush, Think with Google, VisualpingMistral SmallApollo.io, KlueMarketresearch.comChangedno first choiceAwario, Google Trends, SurveyMonkey, Think with Googleno first choiceagainst: G2 Market Intelligence, Semrush, Similarweb, ZoomInfo
Three alternatives
AlphaSense, Crayon, HockeyStackThree alternatives
Crunchbase, HG Insights, ZoomInfoOne alternative
Bright DataDeepSeek V4 FlashCrayonZoomInfoChangedno first choiceSMARTe, Similarwebagainst: AlphaSense, Crayon, Klue, ZoomInfono first choiceagainst: G2 Buyer Intent, GTM Workspace / Apollo.io, Market Logic, Similarweb, ZoomInfo
Five alternatives
6sense, AlphaSense, Klue, Kompyte, ZoomInfoThree alternatives
Apollo.io, CB Insights, LinkedIn Sales NavigatorThree alternatives
Google Alerts, Semrush, SpyFuLlama 4 MaverickHG Insightsno first choiceChangedagainst: CB Insightsno first choiceno first choiceno first choiceagainst: Adverity, Funnel, Salesforce MCI
Six alternatives
6sense, AlphaSense, Bombora, Crayon, HubSpot Breeze Intelligence, KlueQwen 3.7 FlashCrayon, KlueApollo.io, ZoomInfoChangedZoomInfoSemrushagainst: ZoomInfono first choiceagainst: Alexa Rank, BCG, Bain, Brandwatch, BuzzSumo, Forrester, Gartner, GlobalData, IDC, McKinsey, Similarweb, Sprout Social, Statista
Three alternatives
Crunchbase, Gong, ZoomInfoThree alternatives
Cognism, Crunchbase, KlueFive alternatives
AlphaSense, Gartner, Improvado, Klue, SimilarwebFour alternatives
G2 Market Intelligence, Similarweb, SurveyMonkey, VisualpingKimi K2KompyteApollo.ioChangedAlphaSenseagainst: CrunchbaseOwler, Visualpingagainst: AlphaSense, Crayon, Klue, ZoomInfono first choiceagainst: G2 Buyer Intent, Gartner, HubSpot Marketing Hub, MIT (Market Intelligence Team) - mit-ic.com
Three alternatives
Crayon, Klue, ZoomInfoThree alternatives
6sense, Cognism, ZoomInfoEight alternatives
CB Insights, Contify, Crayon, Klue, PitchBook, Quid, Semrush, SupermetricsThree alternatives
Feedly, Semrush, SimilarwebGLM 4.7 FlashXZoomInfoApollo.io, CrunchbaseChangedagainst: PitchBookno first choiceCensus Business Builder, Google Trends, Think with Googleagainst: Ahrefs, Brandwatch, Semrush, Similarweb, Sprout Socialno first choiceagainst: Apollo.io, Semrush, ZoomInfo
Four alternatives
AlphaSense, Crayon, Klue, SimilarwebFour alternatives
Attest, SourceLoop, ZoomInfo, flowres.ioThree alternatives
Awario, SurveyMonkey, VisualpingMiniMax M2.5HG Insights, HockeyStackHubSpot Breeze Intelligence, ZoomInfoChangedno first choiceGoogle Market Finderno first choiceagainst: Adverity, AlphaSense, Bloomberg, Crayon, G2 Market Intelligence, HubSpot Marketing Hub, PitchBook, Salesforce MCI, Semrush, Similarweb
Three alternatives
AlphaSense, Klue, ZoomInfoThree alternatives
Crunchbase, Dun & Bradstreet, G2 Buyer IntentThree alternatives
Prospeo, Semrush, VisualpingGPT-6 LunaCrayonAlphaSenseChangedAlphaSenseCrunchbase, Similarwebno first choiceagainst: Capterra, G2 Buyer Intent, GetApp, Gravy Analytics / Venntel, InMarket, Semrush, Similarweb, Software Advice
Two alternatives
Klue, KompyteTwo alternatives
CB Insights, CrunchbaseSeven alternatives
Contify, Crayon, Euromonitor Passport, IBISWorld, Klue, Northern Light SinglePoint, SimilarwebOne alternative
SemrushMuse Glimmer 30BKlueApollo.ioChangedno first choiceHubSpot Marketing Hub, Kompyteno first choiceagainst: CB Insights, Crayon, Crunchbase, G2 Market Intelligence, PitchBook, Semrush, Similarweb, ZoomInfo
Six alternatives
6sense, Bombora, Crayon, HubSpot Marketing Hub, Semrush, ZoomInfoTwo alternatives
Crunchbase, ZoomInfoSeven alternatives
Bloomberg, CB Insights, Crunchbase, Euromonitor International, PitchBook, S&P Capital IQ Pro, S&P Global Market IntelligenceSeven alternatives
Google Alerts, Google Trends, Owler, Preuve AI, Semrush, Similarweb, 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 23:09 | yes | 15 | 11 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:34 | yes | 1 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:19 | yes | 12 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:22 | yes | 20 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:11 | yes | 21 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:10 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:33 | yes | 21 | 62 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:53 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:20 | no | 0 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:44 | yes | 24 | 32 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:52 | yes | 17 | 24 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:42 | yes | 5 | 11 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:55 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:54 | yes | 11 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:36 | yes | 18 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:24 | yes | 3 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:54 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:14 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:46 | yes | 23 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:48 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:59 | yes | 24 | 36 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:24 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:02 | yes | 10 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:01 | yes | 20 | 29 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:00 | yes | 13 | 48 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:32 | no | 0 | 11 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:12 | yes | 4 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:58 | yes | 14 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:41 | yes | 16 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:38 | yes | 3 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:25 | yes | 17 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:21 | yes | 17 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:13 | yes | 21 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:47 | yes | 11 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:49 | yes | 23 | 33 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:08 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:22 | yes | 10 | 40 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:42 | yes | 20 | 24 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:16 | yes | 20 | 89 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:43 | yes | 12 | 45 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:33 | yes | 8 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:39 | yes | 15 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:50 | no | 0 | 4 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:10 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:31 | yes | 11 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:53 | yes | 18 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:33 | yes | 23 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:25 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:13 | yes | 24 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:11 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:09 | yes | 10 | 21 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:02 | yes | 20 | 29 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:53 | yes | 22 | 29 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:24 | yes | 10 | 29 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:47 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:55 | yes | 15 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:28 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:08 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:59 | yes | 10 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:43 | yes | 20 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:38 | yes | 13 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:23 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:22 | yes | 23 | 58 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:55 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:45 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:21 | yes | 15 | 47 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:13 | no | 0 | 16 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:06 | yes | 9 | 19 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:54 | yes | 2 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:43 | yes | 12 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:38 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:00 | yes | 3 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:12 | yes | 11 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:26 | yes | 19 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:59 | yes | 22 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:36 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:38 | yes | 24 | 101 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:55 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:53 | no | 0 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:36 | yes | 25 | 22 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:15 | yes | 25 | 72 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:16 | yes | 10 | 19 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:15 | yes | 3 | 35 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:50 | yes | 15 | 21 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
Northern Light read as Northern Light SinglePoint
Unresolved, counted raw
Adthena
Alexa Rank
AppMagic
BCG
Bain
CapIQ
Capital IQ
Cikisi
Crunchbase Free Tier
DataIntelo
EMIS
Fortune Business Insights
G2 Free Access
GTM Workspace / Apollo.io
GameAnalytics
Gartner
Grata
Hanover
HubSpot Intelligence/Marketing Hub
IdeaProof
Lessie AI
MIT (Market Intelligence Team) - mit-ic.com
MRKT
Marketminer
MarketsandMarkets
McKinsey
Mergermarket
Mordor Intelligence
Preuve AI
RGI (HG Insights)
SEMrush Free Plan
Salesforce
Software Advice
SourceScrub
Strategex
Third Bridge
Transparency Market Research
flowres.io
government Census data
Discontinued, still offered
No shut-down product was recommended here.