Market intelligence platforms
Asked as “market intelligence platform”, and as “market and company research platform”, on behalf of a mid-market B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
22%
Contested · ZoomInfo 18%
22Apollo.io18ZoomInfo06AlphaSense54others
22% of first choices, contested.
Since October 2026▲+5Since October 2026: 17% → 22%, +5 points. Inside the 11-point floor: within noise.Apollo.io held the lead, +5 points on 17%, 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.io39%Contested▲+8Since October 2026: 31% → 39%, +8 points. Inside the 11-point floor: within noise.Standing →Mid-marketApollo.io22%Contested▲+5Since October 2026: 17% → 22%, +5 points. Inside the 11-point floor: within noise.This pageEnterprise
AlphaSense25%Contested↗new leaderNew leader since October 2026: AlphaSense (25%) replaces ZoomInfo (25% then, 23% now), 2 points clear, inside the 11-point floor.Standing →
Apollo.io39%Contested▲+8Since October 2026: 31% → 39%, +8 points. Inside the 11-point floor: within noise.Standing →Mid-marketApollo.io22%Contested▲+5Since October 2026: 17% → 22%, +5 points. Inside the 11-point floor: within noise.This pageEnterpriseAlphaSense25%Contested↗new leaderNew leader since October 2026: AlphaSense (25%) replaces ZoomInfo (25% then, 23% now), 2 points clear, inside the 11-point floor.Standing →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 October 2026
01Apollo.io22%3%30accepted challenger▲+5Since October 2026: 17% → 22%, +5 points. Inside the 11-point floor: within noise.17% → 22%
Apollo.io22%3%30accepted challenger▲+5Since October 2026: 17% → 22%, +5 points. Inside the 11-point floor: within noise.17% → 22%02
ZoomInfo18%25%44criticized challenger▲+6Since October 2026: 12% → 18%, +6 points. Inside the 11-point floor: within noise.12% → 18%
ZoomInfo18%25%44criticized challenger▲+6Since October 2026: 12% → 18%, +6 points. Inside the 11-point floor: within noise.12% → 18%03
Similarweb6%8%38accepted challenger▲+3Since October 2026: 3% → 6%, +3 points. Inside the 11-point floor: within noise.3% → 6%
Similarweb6%8%38accepted challenger▲+3Since October 2026: 3% → 6%, +3 points. Inside the 11-point floor: within noise.3% → 6%04
Crunchbase6%4%24accepted challenger▲+3Since October 2026: 3% → 6%, +3 points. Inside the 11-point floor: within noise.3% → 6%
Crunchbase6%4%24accepted challenger▲+3Since October 2026: 3% → 6%, +3 points. Inside the 11-point floor: within noise.3% → 6%05AlphaSense6%28%43criticized challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%
AlphaSense6%28%43criticized challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%06
HubSpot Marketing Hub6%0%13accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%
HubSpot Marketing Hub6%0%13accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%07
Klue4%15%39accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 11-point floor: within noise.8% → 4%
Klue4%15%39accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 11-point floor: within noise.8% → 4%08
Crayon4%19%42accepted challenger▼−3Since October 2026: 7% → 4%, −3 points. Inside the 11-point floor: within noise.7% → 4%
Crayon4%19%42accepted challenger▼−3Since October 2026: 7% → 4%, −3 points. Inside the 11-point floor: within noise.7% → 4%09Semrush .Trends2%23%31accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%
10
Contify2%6%17accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Contify2%6%17accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%11
CB Insights2%15%13accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
CB Insights2%15%13accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the two products at 0%, ordered by negative rate
13
6sense0%25%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
6sense0%25%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12Statista0%15%13accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
All twenty-eight head-to-head pages: the top eight products, each against each
Apollo.io vs AlphaSenseApollo.io vs HubSpot Marketing HubApollo.io vs KlueApollo.io vs CrayonZoomInfo vs SimilarwebZoomInfo vs CrunchbaseZoomInfo vs AlphaSenseZoomInfo vs HubSpot Marketing HubZoomInfo vs KlueZoomInfo vs CrayonSimilarweb vs CrunchbaseSimilarweb vs AlphaSenseSimilarweb vs HubSpot Marketing HubSimilarweb vs KlueSimilarweb vs CrayonCrunchbase vs AlphaSenseCrunchbase vs HubSpot Marketing HubCrunchbase vs KlueCrunchbase vs CrayonAlphaSense vs HubSpot Marketing HubAlphaSense vs KlueAlphaSense vs CrayonHubSpot Marketing Hub vs KlueHubSpot Marketing Hub vs CrayonKlue vs Crayon
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 →
0102030405060708S09
1011S12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Apollo.io22%
Apollo.io22%02ZoomInfo18%
ZoomInfo18%03Similarweb6%
Similarweb6%04Crunchbase6%
Crunchbase6%05AlphaSense6%
AlphaSense6%06HubSpot Marketing Hub6%
HubSpot Marketing Hub6%07Klue4%
Klue4%08Crayon4%
Crayon4%09Semrush .Trends2%
10Contify2%
Contify2%11CB Insights2%
CB Insights2%12Statista0%
136sense0%
6sense0%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, Perplexity Sonar, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, 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.
ZoomInfo25%
11 of 44 labels negative · 8 of 14 models · 5 hard negative
“Avoid platforms such as ZoomInfo, AlphaSense, Crayon, Klue, and 6sense until the company has a larger budget” Perplexity Sonar, budget prompt
AlphaSense28%
12 of 43 labels negative · 8 of 14 models · 4 hard negative
“Avoid Enterprise Platforms: Tools like AlphaSense, CB Insights, Crayon, or ZoomInfo are excellent but typically start at $10,000+/year” Qwen 3.7 Flash, budget prompt
Crayon19%
8 of 42 labels negative · 7 of 14 models · 5 hard negative
“Avoid Enterprise Platforms: Tools like AlphaSense, CB Insights, Crayon, or ZoomInfo” Qwen 3.7 Flash, budget prompt
Klue15%
6 of 39 labels negative · 6 of 14 models · 4 hard negative
“flag them as "avoid if on a limited budget" because they typically start at $25K–$30K+ per year” Qwen 3.7 Flash, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
71 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. 836 links across 275 sites, every framing counted. Ranked by the number of answers carrying the site or page. 20 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
31 answers · 43 citations · 11 models
vendor site · Prospeo22 answers · 26 citations · 9 models
21 answers · 40 citations · 8 models
18 answers · 24 citations · 9 models
vendor site · HG Insights17 answers · 31 citations · 11 models
vendor site · Contify17 answers · 20 citations · 11 models
16 answers · 18 citations · 11 models
vendor site · User Intuition16 answers · 16 citations · 9 models
vendor site · SMARTe14 answers · 14 citations · 9 models
10 answers · 11 citations · 6 models
10 answers · 10 citations · 8 models
vendor site · Forrester9 answers · 19 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.
25 answers · 10 models
17 answers · 9 models
14 answers · 9 models
14 answers · 9 models
12 answers · 9 models
11 answers · 6 models
10 answers · 6 models
10 answers · 9 models
10 answers · 6 models
10 answers · 8 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 | 22% | 1010 | 33,100 | 396 | 111,608 | 94 | ||
| ZoomInfo zoominfo.com | 18% | 542 | 135,000 | 1,810 | 6,376,738 | $1,140 | 120 | 3 |
| Similarweb similarweb.com | 6% | 254 | 49,500 | 616 | 1,862,043 | 117 | ||
| Crunchbase crunchbase.com | 6% | 61 | 40,500 | 627 | 4,859,241 | 25 | ||
| AlphaSense alpha-sense.com | 6% | 200 | 40,500 | 530 | 94,848 | $73 | 118 | 9 |
| HubSpot parent site HubSpot Marketing Hub 6% | 6% | 991 | 368,000 | 9,776 | ||||
| Klue klue.com | 4% | 284 | 2,900 | 168 | 10,357 | 5 | ||
| Crayon crayon.co | 4% | 297 | 90,500 | 38,108 | 8,355 | |||
| HG Insights hginsights.com | 4% | 50 | ||||||
| Semrush parent site Semrush .Trends 2% | 2% | 85 | 90,500 | 2,055 |
Google's top ten for the two searches hold 11 sites; 1 of them are among the sites the models cited here (alpha-sense.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 4.5ZoomInfoCB InsightsChangedno first choiceno first choiceno first choicenothing named
Three alternatives
Apollo.io, Bombora, CrunchbaseFour alternatives
Hanover Research, NewtonX, Valona Intelligence, WynterSeven alternatives
Apollo.io, Brand24, Perplexity AI, SE Ranking, Sai, SpyFu, VantaInsightsGPT-5.4 miniContifyagainst: AlphaSenseZoomInfoChangedAlphaSenseFeedlyagainst: Ahrefs, Crunchbaseno first choiceagainst: AlphaSense, Bitsight, Inven
Two alternatives
Klue, ZoomInfoSix alternatives
Apollo.io, CleverX, Crunchbase, G2 Buyer Intent, UpLead, WynterSix alternatives
Contify, Crayon, Klue, Market Logic, Northern Light SinglePoint, StravitoTwo alternatives
Google Trends, Semrush .TrendsGemini 3.5 FlashAlphaSense, HG Insights, KlueApollo.ioChangedagainst: PitchBookAlphaSenseApollo.ioagainst: Ahrefs, Brandwatch Consumer Intelligence, Cognism, Crayon, Kompyte, Meltwater, Semrush .Trends, ZoomInfono first choiceagainst: AlphaSense, Bloomberg Terminal, CB Insights, Cision, Forrester, Gartner, Market Research Future, Meltwater, PitchBook, QY Research, WiseGuy Reports, ZoomInfo
Four alternatives
Contify, Crayon, Demandbase, ZoomInfoEight alternatives
AlphaSense, Cognism, Crayon, Crunchbase, G2 Buyer Intent, Klue, TrustRadius, ZoomInfoEight alternatives
Apollo.io, CB Insights, Crayon, Klue, PitchBook, Semrush .Trends, Similarweb, ZoomInfoEight alternatives
Awario, Brand24, Exploding Topics, Google Alerts, Google Trends, Similarweb, SpyFu, VisualpingPerplexity SonarZoomInfoApollo.ioChangedAlphaSenseCrunchbaseagainst: 6sense, AlphaSense, Crayon, Klue, ZoomInfono first choiceagainst: Semrush .Trends, Similarweb, Statista
Six alternatives
Apollo.io, Crayon, Demandbase, HG Insights, Klue, SimilarwebFive alternatives
AlphaSense, Cognism, Crunchbase, HG Insights, ZoomInfoEleven alternatives
Ahrefs, Brandwatch Consumer Intelligence, CB Insights, Crayon, Klue, Meltwater, PitchBook, Quid, Semrush .Trends, Similarweb, ZoomInfoFour alternatives
Apollo.io, Owler, Semrush .Trends, SimilarwebGrok 4.20Apollo.io, ZoomInfoagainst: AlphaSenseZoomInfoChangedagainst: Gartner, QualtricsAlphaSenseGoogle Trends, Think with Googleagainst: Brandwatch Consumer Intelligence, Statistano first choiceagainst: Ahrefs, Avania, Fact.MR, Forrester, Fortune Business Insights, Future Market Insights, Gartner, Grand View Research, IDC, IMARC, Precedence Research, Roots Analysis, Semrush .Trends, SkyQuest, ZoomInfo
Five alternatives
Crayon, Crunchbase, HubSpot Marketing Hub, Klue, SimilarwebThree alternatives
Crunchbase, LinkedIn Sales Navigator, WynterFive alternatives
Crayon, Klue, Semrush .Trends, Similarweb, StatistaEight alternatives
Andfacts, Awario, Brand24, Census Business Builder, Exploding Topics, Rivalyzer, Similarweb, SurveyMonkeyMistral SmallHubSpot Marketing HubAlphaSenseChangedno first choiceDealSignal, Rivalyzerno first choiceagainst: Apollo.io, Crayon, Klue, Qualtrics, ZoomInfo
Four alternatives
Apollo.io, Contify, Klue, ReachStreamFive alternatives
Apollo.io, B2B International, Hanover Research, Salesmotion, ZoomInfoFive alternatives
Andfacts, Price Parrot, Semrush .Trends, Similarweb, Woven InsightsDeepSeek V4 FlashApollo.ioApollo.ioHeldagainst: 6senseCrayonSpyFuagainst: AlphaSense, Crayon, Klue, SMARTeCrayonagainst: AlphaSenseagainst: Allied Market Research, AlphaSense, Cognitive Market Research, Fortune Business Insights, Future Market Insights, Grand View Research, IBM Cognos, MarketsandMarkets, MicroStrategy, Mordor Intelligence, Oracle BI, SAP BusinessObjects, Seamless.AI, ZoomInfo
Seven alternatives
6sense, Bombora, Crayon, HubSpot Breeze Intelligence, HubSpot Marketing Hub, Klue, ZoomInfoThree alternatives
HG Insights, Klue, ZoomInfoSeven alternatives
6sense, AlphaSense, Bombora, CB Insights, Klue, Similarweb, ZoomInfoFive alternatives
Crunchbase, Google Alerts, Google Trends, Semrush .Trends, SimilarwebOne alternative
KlueLlama 4 MaverickHubSpot Marketing HubDemandbaseChangedno first choiceSimilarwebno first choiceagainst: AlphaSense, Bloomberg Terminal, Crayon, Klue, Semrush .Trends, Similarweb, ZoomInfo
Four alternatives
Apollo.io, Crayon, Prospeo, ZoomInfoSix alternatives
AlphaSense, Apollo.io, HG Insights, Prospeo, Salesmotion, ZoomInfoTwo alternatives
HubSpot Marketing Hub, SpyFuQwen 3.7 FlashApollo.ioagainst: AlphaSense, ZoomInfoZoomInfoChangedCrayonSemrush .Trends, Similarwebagainst: AlphaSense, CB Insights, Crayon, ZoomInfono first choiceagainst: Contify, Crayon, Klue, Qualtrics
Four alternatives
6sense, Bombora, Crayon, KlueFive alternatives
Apollo.io, Crunchbase, Lusha, Similarweb, StatistaSeven alternatives
AlphaSense, Evalueserve Insightsfirst, IBISWorld, Klue, Semrush .Trends, Similarweb, StatistaThree alternatives
Andfacts, Google Alerts, RivalyzerNine alternatives
6sense, Cognism, Crayon, G2 Crowd, Kiwavi, Mendel, Similarweb, TrustRadius, ZoomInfoKimi K2Apollo.ioagainst: 6sense, ZoomInfoHG InsightsChangedagainst: Forrester, Gartner, IDCno first choiceClientCuesagainst: AlphaSense, Crayon, Klueno first choiceagainst: Allied Market Research, Business Research Insights, Fortune Business Insights, Global Growth Insights, Grand View Research, KBV Research, MarketsandMarkets, Semrush .Trends, ZoomInfo
Four alternatives
HG Insights, HubSpot Marketing Hub, Klue, SimilarwebThree alternatives
AlphaSense, Apollo.io, ZoomInfoEight alternatives
AlphaSense, Bloomberg Second Measure, CB Insights, Contify, Crayon, Klue, Semrush .Trends, SimilarwebSix alternatives
Crunchbase, Google Trends, Kompyte, Owler, Semrush .Trends, SimilarwebGLM 4.7 FlashXApollo.io, ProspeoApollo.ioChangedno first choiceCrunchbaseno first choiceagainst: Citeline, Enverus, Evaluate, GlobalData, PropertyMarketIntel
Two alternatives
HockeyStack, HubSpot Marketing HubThree alternatives
HubSpot Marketing Hub, Lusha, ZoomInfoSix alternatives
Ahrefs, Google Trends, Owler, Similarweb, SurveyMonkey, TypeformMiniMax M2.5ZoomInfoZoomInfoHeldagainst: Forrester, Gartnerno first choiceno first choiceno first choicenothing named
Three alternatives
Crunchbase, Demandbase, HG InsightsThree alternatives
Apollo.io, IBISWorld, LinkedIn Sales NavigatorGPT-6 LunaCrayon, KlueAlphaSenseChangedAlphaSenseCrunchbaseagainst: Semrush .Trendsno first choiceagainst: Semrush .Trends, Similarweb
Three alternatives
Contify, Semrush .Trends, SimilarwebTwo alternatives
CB Insights, PitchBookSeven alternatives
Bloomberg Terminal, CB Insights, FactSet, Gartner, PitchBook, S&P Capital IQ Pro, SimilarwebOne alternative
SimilarwebMuse Glimmer 30BHubSpot Marketing Hub, ZoomInfoApollo.ioChangedagainst: D&B HooversCrayon, KlueSimilarwebno first choiceagainst: Cognism, Lusha, Market Research Future, Market Study Report, The Research Insights, Transparency M
Four alternatives
6sense, Bombora, Crayon, KlueFour alternatives
HubSpot Marketing Hub, IBISWorld, Statista, ZoomInfoThree alternatives
6sense, AlphaSense, SimilarwebFour alternatives
Crunchbase, GameAnalytics, Google Trends, OwlerBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:47 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:31 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:12 | yes | 11 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:30 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:58 | yes | 15 | 19 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:30 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:48 | yes | 19 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:10 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:03 | yes | 5 | 16 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:02 | yes | 15 | 47 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:24 | yes | 9 | 54 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:20 | yes | 25 | 51 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:57 | yes | 4 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:40 | yes | 13 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:48 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:13 | yes | 5 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:00 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 14:44 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:47 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:03 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:47 | yes | 23 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:37 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:27 | no | 0 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:36 | yes | 14 | 41 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:36 | yes | 14 | 30 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:39 | no | 0 | 15 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:11 | yes | 3 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:15 | yes | 15 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:24 | yes | 10 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:12 | yes | 5 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:33 | yes | 11 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:38 | yes | 10 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:50 | yes | 10 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:24 | yes | 5 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:58 | yes | 24 | 26 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:56 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:47 | yes | 9 | 25 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:19 | yes | 25 | 58 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:55 | yes | 20 | 24 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:03 | yes | 15 | 23 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:41 | yes | 8 | 41 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:13 | yes | 15 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:13 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:36 | no | 0 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:59 | no | 0 | 14 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 17:23 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:40 | yes | 9 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:20 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:42 | yes | 24 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:55 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:36 | yes | 5 | 15 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:13 | yes | 18 | 27 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:33 | yes | 15 | 26 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:06 | no | 0 | 9 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:12 | yes | 2 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:27 | yes | 15 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:17 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:07 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:20 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 13:38 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:07 | yes | 5 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:48 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:50 | yes | 25 | 46 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:56 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:41 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:37 | yes | 15 | 21 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:44 | yes | 14 | 113 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:31 | yes | 10 | 30 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:40 | yes | 4 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:12 | yes | 15 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:15 | yes | 19 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:40 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:52 | no | 0 | 18 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 16:12 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:24 | yes | 15 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:48 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:28 | yes | 24 | 30 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:42 | yes | 8 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:47 | yes | 25 | 88 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:12 | yes | 24 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:10 | yes | 25 | 122 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:21 | no | 0 | 14 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:10 | yes | 2 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:11 | yes | 22 | 37 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
Brandwatch read as Brandwatch Consumer Intelligence
HubSpot read as HubSpot Marketing Hub
HubSpot (with Breeze Intelligence) read as HubSpot Marketing Hub
HubSpot Marketing read as HubSpot Marketing Hub
Northern Light read as Northern Light SinglePoint
SEMrush read as Semrush .Trends
Semrush read as Semrush .Trends
Unresolved, counted raw
AnalyticsIQ Pro
Atypica.AI
Avania
B2B International
Bloomberg Second Measure
Business Research Insights
Citeline (Pharma Intelligence)
Enverus
Evaluate
Fact.MR
Forrester Wave Market and Competitive Intelligence Platforms
G2 Crowd
Gartner
Gartner (Magic Quadrant)
Gartner/Forrester tools
Gartner/IDC
Global Growth Insights
HubSpot Intelligence
IMARC
KBV Research
Kiwavi
Market Study Report
Mendel
Passport
Precedence Research
Preuve AI
PropertyMarketIntel
QY Research
Roots Analysis
Salesforce
SkyQuest
The Research Insights
Transparency M
VantaInsights
WiseGuy Reports
Discontinued, still offered
No shut-down product was recommended here.