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. 59 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
25%
Contested · AlphaSense 17%
25ZoomInfo17AlphaSense07Crayon51others
25% 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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three 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.
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
05G06
07
08
09
10
11
12
13
14Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01ZoomInfo25%
ZoomInfo25%02AlphaSense17%
AlphaSense17%03Klue7%
Klue7%04Crayon7%
Crayon7%05Contify5%
Contify5%06Gartner5%
07CB Insights3%
CB Insights3%08Cognism3%
Cognism3%096sense2%
6sense2%10Northern Light SinglePoint2%
Northern Light SinglePoint2%11Similarweb2%
Similarweb2%12Demandbase0%
Demandbase0%13PitchBook0%
PitchBook0%14Semrush0%
Semrush0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, 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.
Crayon23%
10 of 44 labels negative · 9 of 14 models · 1 hard negative
“Not suitable for companies tracking many competitors or needing frequent modifications to competitor lists” MiniMax M2.5, negative prompt
Klue18%
9 of 49 labels negative · 8 of 14 models · 3 hard negative
“Recent security incident (Sep 2026) involved attackers stealing Salesforce data via OAuth tokens from its Battlecards app, leading Salesforce to suspend integrations.” Grok 4.1 Fast, negative prompt
Semrush64%
9 of 14 labels negative · 8 of 14 models · 2 hard negative
“Very high pricing; costly add-ons and complex payment structures” GLM 4.7 FlashX, negative prompt
AlphaSense16%
7 of 44 labels negative · 7 of 14 models
“traditional per-seat licensing models (like those of AlphaSense, ZoomInfo, or PitchBook) are highly cost-prohibitive and financially unpredictable” Gemini 3.5 Flash, 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
76 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. 1109 links across 290 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 · ZoomInfo48 answers · 85 citations · 11 models
37 answers · 72 citations · 13 models
vendor site · Demandbase30 answers · 34 citations · 11 models
vendor site · Contify24 answers · 31 citations · 12 models
vendor site · HG Insights19 answers · 37 citations · 9 models
18 answers · 33 citations · 10 models
vendor site · Prospeo17 answers · 19 citations · 11 models
vendor site · Quid17 answers · 18 citations · 11 models
16 answers · 20 citations · 10 models
vendor site · Gartner16 answers · 18 citations · 9 models
vendor site · RFP.ai15 answers · 20 citations · 8 models
vendor site · Northern Light15 answers · 17 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
38 answers · 11 models
27 answers · 10 models
18 answers · 10 models
15 answers · 11 models
13 answers · 9 models
12 answers · 7 models
12 answers · 7 models
11 answers · 8 models
10 answers · 8 models
10 answers · 5 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 |
|---|---|---|---|---|---|---|---|---|
| ZoomInfo zoominfo.com | 25% | 846 | 135,000 | 1,810 | 6,376,738 | $1,140 | 120 | 3 |
| AlphaSense alpha-sense.com | 17% | 169 | 40,500 | 530 | 94,848 | $73 | 118 | 9 |
| Klue klue.com | 7% | 288 | 2,900 | 168 | 10,357 | 5 | ||
| Crayon crayon.co | 7% | 291 | 90,500 | 38,108 | 8,355 | |||
| HG Insights hginsights.com | 7% | 23 | ||||||
| Contify contify.com | 5% | 130 | 320 | 16 | 8,138 | |||
| Gartner | 5% | 49,500 | 3,915 | |||||
| CB Insights cbinsights.com | 3% | 54 | 4,400 | 143 | 755,637 | 57 | ||
| Cognism cognism.com | 3% | 384 | 3,600 | 68 | 48,685 | 15 | ||
| Qualtrics qualtrics.com | 3% | 101 | 135,000 | 4,637 | 1,028,410 | $21 | 66 |
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, gartner.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 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 4.5ZoomInfoForrester, GartnerChangedagainst: McKinsey & CompanyAlphaSenseContifyno first choiceagainst: AlphaSense, Klue, PitchBook, ZoomInfo
Four alternatives
6sense, Crayon, Improvado, KlueThree alternatives
Bloomberg Intelligence, Crunchbase, PitchBookSeven alternatives
6sense, Contify, Crayon, Demandbase, Klue, Valona Intelligence, ZoomInfoGPT-5.4 miniAlphaSenseAlphaSenseHeldAlphaSenseCB Insightsagainst: PitchBookno first choicenothing named
Three alternatives
Crayon, Klue, SemrushFour alternatives
Demandbase, Market Logic, Similarweb, ZoomInfo GTM WorkspaceFive alternatives
CB Insights, FactSet, PitchBook, S&P Capital IQ Pro, SimilarwebOne alternative
AlphaSenseGemini 3.5 FlashKlueAlphaSense, Gartner, Qualtrics, ZoomInfoChangedAlphaSense, KlueContifyagainst: AlphaSense, PitchBook, ZoomInfono first choiceagainst: Apollo.io, Cognism, Crayon, Import.io, Klue, Lusha, Octoparse, Semrush, Similarweb, ZoomInfo
Nine alternatives
6sense, AlphaSense, Cognism, Crayon, Demandbase, Northern Light SinglePoint, Similarweb, Valona Intelligence, ZoomInfoSeven alternatives
6sense, CB Insights, CleverX, Cognism, Demandbase, Forrester, NewtonXFour alternatives
CB Insights, Contify, Crayon, SimilarwebFour alternatives
CompeteIQ, Crayon, Klue, MintelPerplexity SonarHG InsightsQualtricsChangedno first choiceCrayon, Klueagainst: 6sense, AlphaSense, Bloomberg Terminalno first choiceagainst: Bloomberg Terminal, CB Insights, Crayon, Finbox, Fivetran, GuruFocus, Klue, Koyfin, PitchBook, Stockopedia, The Motley Fool
Six alternatives
6sense, AlphaSense, Crayon, Demandbase, Klue, ZoomInfoFour alternatives
Contify, Klue, NewtonX, ZoomInfoGrok 4.1 FastZoomInfoZoomInfoHeldZoomInfoAlphaSenseagainst: Apollo.io, Crayon, Klue, Similarweb, ZoomInfono first choiceagainst: AlphaSense, Bloomberg Terminal, Competera, Contify, Crayon, Crunchbase, G2 Market Intelligence, Klue, Semrush, Similarweb
Three alternatives
6sense, HG Insights, KlueFive alternatives
CB Insights, Crayon, Crunchbase, Klue, PitchBookFour alternatives
AlphaSense, Cognism, Crayon, KlueTwo alternatives
Contify, SemrushMistral SmallHG InsightsCognism, ZoomInfoChangedZoomInfoSimilarwebno first choiceagainst: Crayon, Crunchbase, G2 Market Intelligence, Salesforce, Semrush
Six alternatives
6sense, Cognism, Crayon, Demandbase, Klue, ZoomInfoSeven alternatives
Brandwatch, CB Insights, Crayon, Factiva, Klue, Meltwater, QuidTwo alternatives
Salesforce, ZoomInfoDeepSeek V4 FlashAlphaSenseagainst: ZoomInfoZoomInfoChangedagainst: Apollo.ioAlphaSenseno first choiceno first choiceagainst: AlphaSenseagainst: Alexa, Awario, Brand24, C5i Compete, Cognism, Forrester, Gartner, IDC, Lusha, Mention, RocketReach, Semrush, Similarweb, ZoomInfo
Three alternatives
Contify, Klue, Valona IntelligenceThree alternatives
AlphaSense, Forrester, GartnerNine alternatives
CB Insights, Crayon, Gartner, Klue, Meltwater, Northern Light SinglePoint, S&P Global Market Intelligence, Similarweb, ZoomInfoLlama 4 Maverickno first choiceCleverX, Cognism, ZoomInfoChangedno first choiceno first choiceAlphaSenseagainst: Crayon, Crunchbase, G2 Market Intelligence, Klue, Semrush, Similarweb
One alternative
Northern Light SinglePointQwen 3.7 Flash6sense, CB Insights, G2 Buyer Intent, ZoomInfoZoomInfoChangedNorthern Light SinglePoint, Valona IntelligenceContifyagainst: AlphaSense, Crayon, IndustryLens, Semrushno first choiceagainst: 6sense, Ahrefs, BuiltWith, BuzzSumo, CliffWatch, Datanyze, Mention, Moz, Semrush
Seven alternatives
Apollo.io, Bombora, EverString, Lusha, Owler, PitchBook, TrustRadiusThree alternatives
CB Insights, Gartner, S&P GlobalSeven alternatives
AlphaSense, Evaluesolve, Klue, Meltwater, PitchBook, Semrush, ZoomInfoOne alternative
KompyteKimi K2HG Insights, ZoomInfoagainst: Apollo.ioGartner, ZoomInfoChangedAlphaSenseAlphaSenseAlphaSenseagainst: Crayon, Crunchbase, Gartner Peer Insights, Klue, Kompyte
Four alternatives
6sense, CB Insights, Gartner, KlueFour alternatives
6sense, AlphaSights, Forrester, NewtonXSix alternatives
CB Insights, Crayon, Klue, Meltwater, Similarweb, ZoomInfoFour alternatives
Forrester, Gartner, IDC, KlueFive alternatives
CB Insights, Contify, Crayon, Gartner, KlueGLM 4.7 FlashXZoomInfoD&B Hoovers, ZoomInfoChangedCrayon, KlueApollo.io, Northern Light SinglePointno first choiceagainst: Semrush, ZoomInfo
Four alternatives
6sense, AlphaSense, HG Insights, KlueTwo alternatives
AlphaSense, HG InsightsSix alternatives
AlphaSense, Contify, Demandbase, Quid, Similarweb, ZoomInfoTwo alternatives
IndexBox, QuidMiniMax M2.5HG Insights, KlueZoomInfoChangedAlphaSenseno first choiceAlphaSenseagainst: Crayon, Crunchbase, G2 Market Intelligence, Klue, Semrush, Similarweb
Two alternatives
G2 Buyer Intent, ZoomInfoFour alternatives
Cognism, Dun & Bradstreet, Gartner, QualtricsFive alternatives
Contify, Crayon, Klue, Meltwater, Northern Light SinglePointGPT-6 LunaCrayon, KlueAlphaSenseChangedno first choiceMintelno first choiceagainst: CB Insights, Crayon, Klue, Similarweb
One alternative
AlphaSenseThree alternatives
D&B Hoovers, Gartner, PitchBookOne alternative
Euromonitor PassportMuse Glimmer 30BCrayonS&P Capital IQ Pro, ZoomInfoChangedAlphaSenseCrayonno first choiceagainst: Adverity, AlphaSense, Fivetran, Salesforce Marketing Cloud Intelligence, Supermetrics
Three alternatives
AlphaSense, Klue, ZoomInfoThree alternatives
Bloomberg, Ipsos, Research and MarketsFive alternatives
Contify, Crayon, Klue, Meltwater, S&P Global Market IntelligenceOne alternative
KlueBold 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 | 2026-10-05 01:00 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:42 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:29 | yes | 15 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:45 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:27 | yes | 21 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:42 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:30 | yes | 23 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:41 | yes | 6 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:15 | no | 0 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:58 | yes | 20 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:05 | yes | 24 | 55 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:23 | yes | 5 | 16 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:47 | yes | 3 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:12 | yes | 15 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:39 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:35 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:44 | yes | 10 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 22:46 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:04 | yes | 23 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:31 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:14 | yes | 22 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:29 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:38 | no | 0 | 25 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:44 | yes | 20 | 39 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:42 | yes | 17 | 25 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:00 | yes | 5 | 23 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:17 | yes | 4 | 9 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:00 | yes | 15 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:30 | yes | 15 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:15 | yes | 3 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:01 | yes | 17 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:20 | yes | 20 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:26 | yes | 24 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:18 | yes | 12 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:33 | yes | 23 | 84 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:33 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:27 | yes | 14 | 38 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:21 | yes | 14 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:43 | yes | 23 | 52 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:15 | yes | 22 | 32 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:44 | yes | 10 | 30 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:46 | yes | 21 | 43 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:59 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:35 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:09 | yes | 19 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:40 | yes | 18 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:18 | yes | 19 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:56 | yes | 10 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:46 | yes | 25 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:22 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:00 | yes | 17 | 57 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:02 | yes | 24 | 31 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:14 | yes | 20 | 26 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:47 | yes | 20 | 44 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:22 | yes | 2 | 17 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:42 | yes | 19 | 26 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:18 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:54 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:26 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:18 | yes | 19 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:55 | yes | 25 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:30 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:32 | yes | 25 | 62 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:30 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:22 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:13 | yes | 20 | 29 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:28 | yes | 19 | 26 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:13 | yes | 10 | 39 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:23 | yes | 1 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:18 | yes | 15 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:17 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:16 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:21 | yes | 17 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:09 | yes | 19 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:15 | yes | 22 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:52 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:30 | yes | 25 | 76 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:16 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:19 | no | 0 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:46 | yes | 24 | 20 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:53 | yes | 24 | 21 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:14 | yes | 9 | 21 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:40 | yes | 5 | 43 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:01 | yes | 23 | 26 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
Northern Light read as Northern Light SinglePoint
Unresolved, counted raw
Alexa
Alpha
Bloomberg Intelligence
Bloomberg Second Measure
C5i Compete
CliffWatch
Databook
Evaluesolve
EverString
Gartner
Gartner (Peer Insights / Market Research)
Import.io
Improvado.io
IndexBox
McKinsey & Company
Octoparse
PrivCo
Research and Markets
S&P Global (formerly Capital IQ)
S&P Global MI
Salesforce
Salesforce (with Einstein AI for market intelligence)
Discontinued, still offered
No shut-down product was recommended here.