Index › GTM › GTM data and infrastructure › Market intelligence › Enterprise · November 2026 Edition
Market intelligence platforms for enterprise buyers
Asked as “market intelligence platform”, and as “market and company research platform”, on behalf of an enterprise B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
25%
Contested · ZoomInfo 23%
25AlphaSense23ZoomInfo08Contify45others
25% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: AlphaSense (25%) replaces ZoomInfo (25% then, 23% now), 2 points clear, inside the 11-point floor.AlphaSense leads at 25%, replacing ZoomInfo, which led at 25% and stands at 23% now: 2 points clear, inside the floor, so the swap reads as unsettled.
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.Standing →Enterprise
AlphaSense25%Contested↗new leaderNew leader since October 2026: AlphaSense (25%) replaces ZoomInfo (25% then, 23% now), 2 points clear, inside the 11-point floor.This page
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.Standing →EnterpriseAlphaSense25%Contested↗new leaderNew leader since October 2026: AlphaSense (25%) replaces ZoomInfo (25% then, 23% now), 2 points clear, inside the 11-point floor.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01AlphaSense25%18%56accepted challenger▲+8Since October 2026: 17% → 25%, +8 points. Inside the 11-point floor: within noise.17% → 25%
AlphaSense25%18%56accepted challenger▲+8Since October 2026: 17% → 25%, +8 points. Inside the 11-point floor: within noise.17% → 25%02
ZoomInfo23%16%38accepted challenger▼−2Since October 2026: 25% → 23%, −2 points. Inside the 11-point floor: within noise.25% → 23%
ZoomInfo23%16%38accepted challenger▼−2Since October 2026: 25% → 23%, −2 points. Inside the 11-point floor: within noise.25% → 23%03
Contify8%16%25accepted challenger▲+3Since October 2026: 5% → 8%, +3 points. Inside the 11-point floor: within noise.5% → 8%
Contify8%16%25accepted challenger▲+3Since October 2026: 5% → 8%, +3 points. Inside the 11-point floor: within noise.5% → 8%04
HG Insights8%0%12accepted challenger▲+1Since October 2026: 7% → 8%, +1 point. Inside the 11-point floor: within noise.7% → 8%
HG Insights8%0%12accepted challenger▲+1Since October 2026: 7% → 8%, +1 point. Inside the 11-point floor: within noise.7% → 8%05
Crayon6%24%41accepted challenger▼−1Since October 2026: 7% → 6%, −1 point. Inside the 11-point floor: within noise.7% → 6%
Crayon6%24%41accepted challenger▼−1Since October 2026: 7% → 6%, −1 point. Inside the 11-point floor: within noise.7% → 6%06
Northern Light SinglePoint6%0%11accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%
Northern Light SinglePoint6%0%11accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%07
Demandbase2%14%14accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Demandbase2%14%14accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%08Gartner2%8%13accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 11-point floor: within noise.5% → 2%
09Market Logic2%0%12accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
10
6sense2%15%13accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
6sense2%15%13accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%11Forrester2%10%10accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Show the seven products at 0%, ordered by negative rate
14
Klue0%25%36criticized challenger▼−7Since October 2026: 7% → 0%, −7 points. Inside the 11-point floor: within noise.7% → 0%
Klue0%25%36criticized challenger▼−7Since October 2026: 7% → 0%, −7 points. Inside the 11-point floor: within noise.7% → 0%16
PitchBook0%18%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
PitchBook0%18%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13
CB Insights0%15%20accepted challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise.3% → 0%
CB Insights0%15%20accepted challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise.3% → 0%12
Similarweb0%14%28accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Similarweb0%14%28accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%17
Quid0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Quid0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%18Semrush .Trends0%8%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
15
Meltwater0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Meltwater0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.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 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
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
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 →
01020304050607G08
M09
10F11
121314151617S18
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01AlphaSense25%
AlphaSense25%02ZoomInfo23%
ZoomInfo23%03Contify8%
Contify8%04HG Insights8%
HG Insights8%05Crayon6%
Crayon6%06Northern Light SinglePoint6%
Northern Light SinglePoint6%07Demandbase2%
Demandbase2%08Gartner2%
09Market Logic2%
106sense2%
6sense2%11Forrester2%
12Similarweb0%
Similarweb0%13CB Insights0%
CB Insights0%14Klue0%
Klue0%15Meltwater0%
Meltwater0%16PitchBook0%
PitchBook0%17Quid0%
Quid0%18Semrush .Trends0%
What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, 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.
Crayon24%
10 of 41 labels negative · 8 of 14 models · 3 hard negative
“Not suitable for companies tracking many competitors or needing frequent modifications to competitor lists” Muse Glimmer 30B, negative prompt
AlphaSense18%
10 of 56 labels negative · 7 of 14 models · 5 hard negative
“Platforms to Avoid for Your Use Case | AlphaSense | Per-seat (~$18K/yr median) | Costs scale linearly with users” Kimi K2, budget prompt
Klue25%
9 of 36 labels negative · 7 of 14 models · 4 hard negative
“Recent security incident (Sep 2026) involved attackers stealing Salesforce data via OAuth tokens from its Battlecards app, leading Salesforce to suspend integrations.” Llama 4 Maverick, negative prompt
ZoomInfo16%
6 of 38 labels negative · 6 of 14 models · 4 hard negative
“"traditional per-seat licensing models" that are financially unpredictable and not scalable for large enterprises” Mistral Small, 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
72 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. 897 links across 301 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.
30 answers · 51 citations · 10 models
vendor site · HG Insights26 answers · 51 citations · 11 models
26 answers · 33 citations · 13 models
vendor site · Contify18 answers · 22 citations · 9 models
vendor site · Gartner15 answers · 23 citations · 7 models
15 answers · 18 citations · 9 models
vendor site · SMARTe15 answers · 16 citations · 8 models
vendor site · Prospeo14 answers · 18 citations · 8 models
vendor site · Quid14 answers · 14 citations · 10 models
vendor site · Northern Light13 answers · 20 citations · 10 models
12 answers · 25 citations · 8 models
vendor site · User Intuition12 answers · 12 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.
16 answers · 9 models
15 answers · 8 models
14 answers · 10 models
14 answers · 9 models
12 answers · 9 models
11 answers · 8 models
11 answers · 8 models
10 answers · 8 models
9 answers · 7 models
8 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 “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 |
|---|---|---|---|---|---|---|---|---|
| AlphaSense alpha-sense.com | 25% | 200 | 40,500 | 530 | 94,848 | $73 | 118 | 9 |
| ZoomInfo zoominfo.com | 23% | 542 | 135,000 | 1,810 | 6,376,738 | $1,140 | 120 | 3 |
| Contify contify.com | 8% | 129 | 320 | 16 | 8,138 | |||
| HG Insights hginsights.com | 8% | 50 | ||||||
| Crayon crayon.co | 6% | 297 | 90,500 | 38,108 | 8,355 | |||
| Northern Light SinglePoint northernlight.com | 6% | 17 | 30 | 2 | 202 | 0 | ||
| Apollo.io apollo.io | 4% | 1010 | 33,100 | 396 | 111,608 | 94 | ||
| Demandbase demandbase.com | 2% | 581 | 5,400 | 211 | 42,531 | 34 | ||
| Gartner | 2% | 49,500 | 3,915 | |||||
| Market Logic marketlogicsoftware.com | 2% | 18 |
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, gartner.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 an enterprise B2B company?”Paraphrase“Which market and company research platform would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade market intelligence platforms and how do they differ?”Budget-constrained“What is the best market intelligence platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a market intelligence platform. What should we look at?”Negative“Which market intelligence platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Crunchbase, ZoomInfoForrester, GartnerChangedno first choiceAlphaSenseno first choiceagainst: ChatGPT, Claude
Five alternatives
Bloomberg Terminal, Crunchbase, PitchBook, S&P Capital IQ Pro, ZoomInfoGPT-5.4 miniContify, Market LogicAlphaSenseChangedAlphaSenseG2's Market Intelligence / Enterprise packageno first choicenothing named
Two alternatives
AlphaSense, CrayonTwo alternatives
CB Insights, PitchBookFive alternatives
Contify, Crayon, Feedly, Klue, StravitoOne alternative
DataScouts EnterpriseGemini 3.5 FlashAlphaSense, ZoomInfoAlphaSenseChangedno first choiceAlphaSenseagainst: Bloomberg, FactSet, PitchBookno first choicenothing named
Six alternatives
6sense, CB Insights, Cognism, Crayon, Klue, PitchBookSix alternatives
Crayon, Forrester, Gartner, Klue, PitchBook, ZoomInfoEight alternatives
AlphaSense, Brandwatch Consumer Intelligence, CB Insights, Crayon, Klue, Meltwater, PitchBook, SimilarwebThree alternatives
Contify, MarketLogic Software, StatistaPerplexity SonarHG InsightsAlphaSenseChangedAlphaSenseagainst: QuidSMARTeagainst: 6sense, AlphaSense, Crayon, Demandbase, Klueno first choiceagainst: AlphaSense, CB Insights, Contify, Crayon, Klue, PitchBook
Four alternatives
6sense, AlphaSense, Demandbase, ZoomInfoFive alternatives
6sense, CB Insights, Cognism, Demandbase, ZoomInfoTen alternatives
6sense, Brandwatch Consumer Intelligence, Contify, Crayon, Demandbase, Klue, Market Logic, Meltwater, Similarweb, ZoomInfoOne alternative
ContifyGrok 4.20AlphaSenseAlphaSenseHeldAlphaSense, Quidagainst: StatistaContifyagainst: AlphaSense, Crayon, Klueno first choiceagainst: Acxiom, Crayon, Datalogix, Epsilon, Experian, Nielsen, Semrush .Trends, Similarweb, Spokeo, ZoomInfo
Four alternatives
CB Insights, Crayon, Klue, ZoomInfoFive alternatives
Bloomberg Intelligence / Bloomberg Terminal, FactSet, IBISWorld, S&P Global Market Intelligence, ZoomInfoFour alternatives
Brandwatch Consumer Intelligence, Contify, Crayon, MeltwaterOne alternative
DetermMistral SmallDemandbase, ZoomInfoZoomInfoChangedZoomInfoSalesforceno first choiceagainst: Adobe Real-Time CDP, AlphaSense, GWI, PitchBook, Qualtrics, Salesforce, ZoomInfo
Five alternatives
6sense, AlphaSense, Bombora, CB Insights, GTM WorkspaceTwo alternatives
AlphaSense, Frost & SullivanFive alternatives
AlphaSense, Demandbase, Feedly Market Intelligence, HG Insights, SimilarwebFour alternatives
Market Logic, Northern Light SinglePoint, SMARTe, ZoomInfoDeepSeek V4 FlashHG Insights, ZoomInfoZoomInfoChangedNorthern Light SinglePoint, Valona IntelligenceContifyagainst: AlphaSense, CB Insights, Crayon, Klue, Similarwebno first choiceagainst: 6sense Sales Intelligence, AlphaSense, Cognism, Demandbase, Similarweb, ZELIQ, ZoomInfo
Six alternatives
6sense, AlphaSense, Crayon, Demandbase, Semrush .Trends, SimilarwebFive alternatives
Dun & Bradstreet, HG Insights, IBISWorld, Qualtrics, StatistaSeven alternatives
AlphaSense, CB Insights, Crayon, Evalueserve, Klue, Similarweb, ZoomInfoLlama 4 MaverickHG InsightsApollo.io, HG Insights, ZoomInfoChangedno first choiceNorthern Light SinglePointno first choiceagainst: Bloomberg Terminal, Crayon, Klue
Two alternatives
Prospeo, ZoomInfoTwo alternatives
AlphaSense, Market LogicQwen 3.7 FlashCrayonZoomInfoChangedAlphaSense, QuidCrayonagainst: 6sense, AlphaSense, Salesforce, Salesforce Einstein, ZoomInfono first choiceagainst: AlphaSense, Bloomberg Terminal, Contify, Crayon, Refinitiv Eikon
Four alternatives
G2 Buyer Intent, Gong, ZoomInfo, iSpotFive alternatives
Crunchbase, Forrester, Gartner, IBISWorld, OwlerFour alternatives
Brandwatch Consumer Intelligence, CB Insights, Dun & Bradstreet, MeltwaterTwo alternatives
CompeteIQ, ContifyKimi K2ZoomInfoAlphaSenseChangedAlphaSense, Valona IntelligenceNorthern Light SinglePointagainst: AlphaSense, Contify, Crayon, Klueno first choiceagainst: Crunchbase, Forrester, Gartner, ZoomInfo
Three alternatives
AlphaSense, Gartner, HG InsightsTwo alternatives
Qualtrics, Valona IntelligenceSix alternatives
Crayon, Demandbase, Evalueserve, Klue, Similarweb, ZoomInfoOne alternative
StravitoSeven alternatives
AlphaSense, Contify, Crayon, Klue, Market Logic, Northern Light SinglePoint, StravitoGLM 4.7 FlashXZoomInfoAlphaSenseChangedagainst: LinkedIn Sales Navigator, SurveyMonkeyDemandbase, ZoomInfoApollo.iono first choiceagainst: AlphaSense, CB Insights, Gong, Qualtrics, SurveyMonkey, ZoomInfo
Four alternatives
AlphaSense, Klue, Qualtrics, QuidFourteen alternatives
6sense, Apollo.io, Crayon, Crunchbase, Demandbase, Dovetail, Gartner / Forrester / IDC, Gong, Klue, Qualtrics, Sprig, Winningtemp, Wynter, ZoomInfoTen alternatives
AlphaSense, Brandwatch Consumer Intelligence, Crayon, Klue, Market Logic, Meltwater, Northern Light SinglePoint, Quid, Semrush .Trends, SimilarwebFour alternatives
AlphaSense, Crayon, Klue, SimilarwebMiniMax M2.56sense, ZoomInfoDun & BradstreetChangedAlphaSenseContifyno first choicenothing named
Two alternatives
AlphaSense, HG InsightsThree alternatives
Forrester, Gartner, ZoomInfoSix alternatives
Crayon, Klue, Northern Light SinglePoint, SMARTe, Similarweb, ZoomInfoTwo alternatives
AlphaSense, Market Sense AnalyticsGPT-6 LunaCrayonAlphaSenseChangedAlphaSenseNorthern Light SinglePointAlphaSenseagainst: Klueagainst: AlphaSense's Channel Check Intelligence, Crayon, Klue, Owler, Similarweb
Two alternatives
AlphaSense, KlueFour alternatives
Forrester, Gartner, IBISWorld, PitchBookEight alternatives
Bloomberg Terminal, CB Insights, FactSet, Klue, LSEG Workspace, PitchBook, S&P Capital IQ Pro, SimilarwebOne alternative
AlphaSenseOne alternative
Northern Light SinglePointMuse Glimmer 30BGTM Workspace - PoweredAlphaSense, ZoomInfoChangedValona IntelligenceCompeteIQno first choiceagainst: Contify, Crayon, GWI, Klue, Qualtrics, SurveyMonkey, Typeform
Five alternatives
6sense, AlphaSense, Bombora, Demandbase, HG InsightsTwo alternatives
Gartner, HG InsightsEight alternatives
AlphaSense, Contify, Crayon, Evalueserve Insightsfirst, Klue, Northern Light SinglePoint, Semrush .Trends, SimilarwebTwo alternatives
Clay, TelliusBold 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 14:54 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:10 | yes | 3 | 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 10:16 | no | 0 | 16 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:06 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:56 | yes | 12 | 15 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:12 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:12 | yes | 22 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:43 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:06 | no | 0 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:36 | yes | 15 | 41 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:52 | yes | 15 | 112 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:21 | yes | 5 | 34 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:40 | yes | 2 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:24 | yes | 21 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:26 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:34 | yes | 4 | 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 14:50 | yes | 4 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:53 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:59 | yes | 10 | 14 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:18 | yes | 5 | 8 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:14 | yes | 25 | 43 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:35 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:55 | no | 0 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:19 | yes | 23 | 37 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:14 | yes | 25 | 53 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:11 | no | 0 | 15 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:11 | yes | 4 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:53 | yes | 13 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:14 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:19 | yes | 4 | 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 10:51 | no | 0 | 14 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:51 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:18 | yes | 5 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:31 | yes | 11 | 14 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:46 | yes | 22 | 53 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:59 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:05 | yes | 5 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:41 | yes | 25 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:21 | yes | 15 | 24 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:46 | yes | 10 | 25 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:04 | yes | 9 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:33 | yes | 20 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:12 | yes | 17 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:36 | yes | 3 | 5 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 10:44 | no | 0 | 14 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 14:14 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:00 | yes | 24 | 18 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:00 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:42 | yes | 25 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:01 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:56 | yes | 25 | 66 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:24 | yes | 25 | 49 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:49 | yes | 18 | 28 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:59 | yes | 18 | 81 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:19 | yes | 2 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:25 | yes | 20 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:51 | yes | 18 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:19 | yes | 3 | 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 11:49 | no | 0 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:12 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:26 | yes | 5 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:25 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:23 | yes | 24 | 36 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:48 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:07 | yes | 5 | 40 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:32 | yes | 15 | 81 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:33 | yes | 24 | 25 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:44 | no | 0 | 20 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:29 | yes | 4 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:01 | yes | 22 | 33 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:15 | yes | 27 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:12 | yes | 3 | 12 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 10:25 | no | 0 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:53 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:18 | yes | 14 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:10 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:49 | yes | 25 | 56 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:07 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:35 | yes | 5 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:47 | yes | 25 | 50 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:09 | yes | 25 | 88 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:49 | yes | 5 | 37 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:58 | yes | 4 | 29 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:41 | yes | 19 | 20 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Brandwatch read as Brandwatch Consumer Intelligence
Brandwatch (Cision) read as Brandwatch Consumer Intelligence
Brandwatch (by Cision) read as Brandwatch Consumer Intelligence
Brandwatch (now part of Cision) read as Brandwatch Consumer Intelligence
Northern Light read as Northern Light SinglePoint
Northern Light (SinglePoint) read as Northern Light SinglePoint
Semrush read as Semrush .Trends
Unresolved, counted raw
AlphaSense's Channel Check Intelligence
Battlespace
Bloomberg Intelligence / Bloomberg Terminal
Bloomberg Intelligence/GT
BloombergNEF
DataScouts Enterprise
Databook
Datalogix
Diffbot
Draup
Flowres
G2's Market Intelligence / Enterprise package
Gain AI
Gartner
Gartner / Forrester / IDC
GigaOm
Kensho
Kuration AI
Mandos Cyber
Market Sense Analytics
MarketLogic Software
McKinsey & Company / BCG
McKinsey, BCG, Bain reports
Refinitiv Eikon
S&P Global
Salesforce
Salesforce (Battlecards app)
Winningtemp
ZELIQ
iSpot
Discontinued, still offered
No shut-down product was recommended here.