Audience and consumer insights platforms for enterprise buyers
Asked as “audience insights platform”, and as “consumer insights and audience research tool”, on behalf of an enterprise B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
22%
Contested · Qualtrics 19%
22GWI19Qualtrics096sense50others
22% 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 five 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 fifteen head-to-head pages: the top six products, each against each
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 →
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02
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05
06
07
08
09
10
11
12
13
14Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01GWI22%
GWI22%02Qualtrics19%
Qualtrics19%03Demandbase9%
Demandbase9%046sense9%
6sense9%05Adobe Real-Time CDP7%
Adobe Real-Time CDP7%06ZoomInfo4%
ZoomInfo4%07Audiense4%
Audiense4%08Adobe Analytics2%
Adobe Analytics2%09Sprinklr Insights2%
Sprinklr Insights2%10YouGov Profiles0%
YouGov Profiles0%11Meltwater0%
Meltwater0%12Bombora0%
Bombora0%13Brandwatch Consumer Intelligence0%
Brandwatch Consumer Intelligence0%14Salesforce Data Cloud0%
Salesforce Data Cloud0%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, Grok 4.1 Fast, 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.
Qualtrics27%
8 of 30 labels negative · 8 of 14 models · 2 hard negative
“Pure Survey/Voice‑of‑Customer (VoC) Platforms (e.g., SurveyMonkey, basic Qualtrics, Typeform) Red flags (especially for enterprise scale)” GLM 4.7 FlashX, negative prompt
GWI12%
6 of 49 labels negative · 6 of 14 models · 2 hard negative
“Large enterprises should avoid or approach with caution platforms like GWI (due to data inaccuracy and regional limitations)” Mistral Small, negative prompt
SurveyMonkey86%
6 of 7 labels negative · 6 of 14 models · 2 hard negative
“Pure Survey/Voice‑of‑Customer (VoC) Platforms (e.g., SurveyMonkey, basic Qualtrics, Typeform) Red flags (especially for enterprise scale)” GLM 4.7 FlashX, negative prompt
Brandwatch Consumer Intelligence25%
6 of 24 labels negative · 6 of 14 models · 1 hard negative
“Pure Social‑Listening Tools (e.g., basic Brandwatch, Sprout Social, Hootsuite, etc.) Red flags: No cross‑source synthesis” GLM 4.7 FlashX, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
77 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. 1191 links across 366 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.
43 answers · 73 citations · 13 models
40 answers · 50 citations · 12 models
32 answers · 65 citations · 12 models
vendor site · Guideflow27 answers · 30 citations · 9 models
vendor site · ZoomInfo24 answers · 42 citations · 11 models
23 answers · 24 citations · 10 models
22 answers · 28 citations · 10 models
vendor site · Meltwater20 answers · 28 citations · 10 models
vendor site · Gartner16 answers · 20 citations · 7 models
vendor site · GWI14 answers · 26 citations · 8 models
vendor site · Conveo14 answers · 18 citations · 9 models
vendor site · YouScan14 answers · 14 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
35 answers · 12 models
27 answers · 12 models
23 answers · 11 models
22 answers · 9 models
21 answers · 10 models
20 answers · 10 models
20 answers · 10 models
15 answers · 8 models
14 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 “audience insights platform”, “best audience insights 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 |
|---|---|---|---|---|---|---|---|---|
| GWI gwi.com | 22% | 121 | 3,600 | 1,658 | 338,733 | 37 | 9 | |
| Qualtrics qualtrics.com | 19% | 101 | 135,000 | 4,637 | 1,028,410 | $21 | 66 | |
| Demandbase demandbase.com | 9% | 672 | 5,400 | 211 | 42,531 | 34 | ||
| 6sense 6sense.com | 9% | 684 | 49,500 | 316 | 108,788 | $1,209 | 120 | |
| Adobe parent site Adobe Real-Time CDP 7%, Adobe Analytics 2% | 9% | 284 | 1,220,000 | 117,563 | ||||
| ZoomInfo zoominfo.com | 4% | 846 | 135,000 | 1,810 | 6,376,738 | $1,140 | 120 | |
| Audiense audiense.com | 4% | 63 | 880 | 36 | 8,425 | $29 | 19 | 4 |
| Omna | 2% | |||||||
| Pulsar pulsarplatform.com | 2% | 16 | ||||||
| Talkwalker talkwalker.com | 2% | 84 | 4,400 | 70 | 70,874 | 21 |
Google's top ten for the two searches hold 14 sites; 5 of them are among the sites the models cited here (gartner.com, gwi.com, learn.g2.com, meltwater.com, youscan.io). The first result for “audience insights platform” is statsocial.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 audience insights platform for an enterprise B2B company?”Paraphrase“Which consumer insights and audience research tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade audience and consumer insights platforms and how do they differ?”Budget-constrained“What is the best audience insights 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 an audience insights platform. What should we look at?”Negative“Which audience and consumer insights platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5LinkedIn AnalyticsQualtricsChangedQualtricsAmazon QuickSightagainst: Brandwatch Consumer Intelligence, GWI, Meltwater, Sprinklr Insightsno first choiceagainst: Qualtrics, Sprinklr Insights
Seven alternatives
6sense, Adobe Analytics, Adobe Real-Time CDP, Bombora, Brandwatch Consumer Intelligence, Demandbase, GWIFour alternatives
CleverX, GWI, Wynter, ZoomInfoFive alternatives
Brandwatch Consumer Intelligence, GWI, Mintel, Sprinklr Insights, YouGov ProfilesOne alternative
Microsoft Power BIGPT-5.4 miniDemandbaseQualtricsChangedYouGov ProfilesGWIagainst: Sprinklr Insightsno first choiceagainst: Trustpilot
Four alternatives
Adobe Analytics, Adobe Real-Time CDP, Bombora, GWIFive alternatives
AlphaSense, Crayon, Klue, NIQ, QualtricsTwo alternatives
Brandwatch Consumer Intelligence, Salesforce Data CloudGemini 3.5 Flash6sense, DemandbaseGWI, QualtricsChangedGWI, YouGov ProfilesGWIagainst: Adobe Analytics, Brandwatch Consumer Intelligence, Meltwater, Salesforce Data Cloud, Sprinklr Insights, Sprout Socialno first choiceagainst: ChatGPT, Claude, Gemini
Four alternatives
Adobe Real-Time CDP, Audiense, SparkToro, ZoomInfoThree alternatives
6sense, Demandbase, WynterFour alternatives
Audiense, Brandwatch Consumer Intelligence, Resonate, Sprinklr InsightsTwo alternatives
Attest, AudiensePerplexity SonarAdobe Real-Time CDPQualtricsChangedno first choiceGWIno first choiceagainst: Hootsuite, Keyhole, Rival IQ, SocialPilot, Socialinsider, Sprout Social
Two alternatives
Adobe Analytics, GWIFour alternatives
Brandwatch Consumer Intelligence, Chattermill, GWI, MeltwaterFour alternatives
Adobe Analytics, Adobe Real-Time CDP, Pulsar, Sprinklr InsightsGrok 4.1 FastZoomInfoQualtricsChangedno first choiceGWIagainst: Adobe AAM, Oracle BlueKaiPulsaragainst: Adobe Real-Time CDP, AgilOne, Amplitude, Brandwatch Consumer Intelligence, Comscore, GWI, Heap, Kantar Marketplace, Mixpanel, Qualtrics, Sprinklr Insights, SurveyMonkey, Talkwalker
Two alternatives
6sense, DemandbaseThree alternatives
Adobe Real-Time CDP, GWI, MedalliaFive alternatives
Adobe Analytics, Audiense, Brandwatch Consumer Intelligence, Meltwater, Salesforce Data CloudFour alternatives
GWI, Qualtrics, Rival Tech, YouGov ProfilesMistral SmallGWIGWIHeldGWI, QualtricsAdobe Analytics, Adobe Real-Time CDP, GWIno first choiceagainst: Cint, Dynata, GWI, Prolific, SurveyMonkey
Two alternatives
Adobe Real-Time CDP, ZoomInfoTwo alternatives
Adobe Real-Time CDP, OmnaSeven alternatives
Adobe Analytics, Adobe Real-Time CDP, Conveo, DeepSights, Demandbase, Meltwater, SparkToroTwo alternatives
Infegy, Pulsar PlatformDeepSeek V4 Flash6sense, ZoomInfoQualtricsChangedBrandwatch Consumer Intelligence, TalkwalkerAudienseno first choiceagainst: Adobe Real-Time CDP, Audiense, Brandwatch Consumer Intelligence, ChatGPT, Claude, Meltwater, NetBase Quid, Qualtrics, Sprinklr Insights, SurveyMonkey, Talkwalker, Typeform
Three alternatives
Bombora, Demandbase, GWIOne alternative
GWIEleven alternatives
Chattermill, Circana, Euromonitor, Market Logic, Medallia, Meltwater, Mintel, NetBase Quid, NielsenIQ, Qualtrics, Sprinklr InsightsThree alternatives
Brandwatch Consumer Intelligence, GWI, PulsarLlama 4 MaverickAdobe Real-Time CDP, GWI, OmnaGWIChangedno first choiceno first choiceno first choiceagainst: Kantar Marketplace, Qualtrics
Three alternatives
Guideflow, Pulsar Platform, ZoomInfoThree alternatives
Adobe Real-Time CDP, Cognism, OmnaQwen 3.7 FlashDelphi GroupQualtricsChangedno first choiceAudienseagainst: Brandwatch Consumer Intelligence, Cision, GWI, Sprinklr Insightsno first choiceagainst: Nielsen One, Qualtrics
Seven alternatives
Bombora, Forrester, G2 Buyer Intent, Gartner, IDC, Qualtrics, TrustRadiusFive alternatives
Brandwatch Consumer Intelligence, Gong, Klue, Sprinklr Insights, ZoomInfoTwo alternatives
ExactMatch.io, MeltwaterKimi K26sense, DemandbaseMedallia, QualtricsChangedQualtricsMicrosoft Dynamics 365 Customer Insightsagainst: Adobe Real-Time CDP, Salesforce Data Cloud, Segment, mParticleno first choiceagainst: Cint/Lucid, GWI, Medallia, Nielsen IQ, Qualtrics, SurveyMonkey
Three alternatives
Bombora, Sprinklr Insights, ZoomInfoFive alternatives
6sense, Bombora, Demandbase, Forrester, GartnerSeven alternatives
Adobe Real-Time CDP, NielsenIQ, Numerator, Salesforce Data Cloud, Segment, Tealium, mParticleOne alternative
TealiumGLM 4.7 FlashXAdobe Real-Time CDPQualtricsChangedGWI, YouGov ProfilesSprinklr Insightsagainst: Adobe Audience Manager, Semrush, Similarwebno first choiceagainst: Adobe Analytics, Brandwatch Consumer Intelligence, ChatGPT, Google Analytics 4, Hootsuite, Qualtrics, Sprout Social, SurveyMonkey, Typeform
Four alternatives
6sense, Demandbase, GWI, ZoomInfoSix alternatives
Adobe Real-Time CDP, GWI, Meltwater, Pulsar Platform, Salesforce Data Cloud, SurveySensumNine alternatives
Adobe Analytics, Adobe Real-Time CDP, Amplitude, Audiense, Brandwatch Consumer Intelligence, Meltwater, Mixpanel, Segment, SparkToroOne alternative
HubSpotMiniMax M2.5Demandbase, GWIGlobal Web IndexChangedagainst: AudienseAudiense, GWITealiumno first choiceagainst: Adobe Real-Time CDP, GWI, SurveyMonkey
Three alternatives
Adobe Analytics, Adobe Real-Time CDP, Resonate Ignite PlatformThree alternatives
Adobe Real-Time CDP, Demandbase, OmnaSeven alternatives
Adobe Analytics, Adobe Real-Time CDP, Brandwatch Consumer Intelligence, Demandbase, Resonate Ignite Platform, Salesforce Data Cloud, ZoomInfoThree alternatives
ActionIQ, Audiense, Treasure DataGPT-6 Luna6senseQualtricsChangedno first choiceUserTestingno first choiceagainst: Audiense, Gravy Analytics / Venntel, InMarket, Kochava / Collective Data Solutions, Mobilewalla, Outlogic, Similarweb
Two alternatives
Demandbase, GWI WorkTwo alternatives
GWI Work, YouGov ProfilesTen alternatives
Brandwatch Consumer Research, Circana, GWI, MRI-Simmons, Meltwater, NIQ, Nielsen Scarborough / Nielsen ONE, Qualtrics, Sprinklr Insights, TalkwalkerTwo alternatives
GWI, YouGov ProfilesMuse Glimmer 30B6sense, DemandbaseGWIChangedno first choiceLumen, Talkwalkerno first choiceagainst: Medallia, Meta / Facebook Audience Insights standalone, Qualtrics
Five alternatives
Adobe Real-Time CDP, Bombora, Salesforce Data Cloud, ZoomInfo, ZoomInfo MarketingOne alternative
Adobe Real-Time CDPEleven alternatives
Circana, Comscore, Euromonitor International, Kantar, Medallia, Mintel, NIQ, Nielsen One, NielsenIQ, Qualtrics, QuantilopeTwo alternatives
Audiense, ZappiBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:59 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:31 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:39 | yes | 13 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:57 | yes | 19 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:57 | yes | 21 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:20 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:22 | yes | 20 | 58 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:58 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:25 | no | 0 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:31 | yes | 18 | 29 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:32 | yes | 24 | 210 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:58 | yes | 8 | 21 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:33 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:18 | yes | 23 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:36 | yes | 18 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:10 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:23 | yes | 15 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:20 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:11 | yes | 22 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:31 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:24 | yes | 20 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:36 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:21 | no | 0 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:46 | yes | 25 | 29 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:56 | yes | 22 | 43 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:17 | yes | 5 | 56 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:04 | yes | 3 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:08 | yes | 20 | 30 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:36 | yes | 17 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:34 | yes | 5 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:31 | yes | 19 | 30 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:40 | yes | 19 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:30 | yes | 25 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:58 | yes | 15 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:19 | yes | 24 | 50 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:51 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:39 | yes | 14 | 42 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:58 | yes | 24 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:33 | yes | 24 | 121 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:02 | yes | 23 | 57 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:28 | yes | 9 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:25 | yes | 24 | 44 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:45 | yes | 16 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:09 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:29 | yes | 19 | 38 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 23:17 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:35 | yes | 16 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:14 | yes | 11 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:03 | yes | 24 | 51 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:32 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:22 | yes | 9 | 43 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:03 | yes | 20 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:09 | yes | 21 | 175 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:22 | yes | 21 | 45 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:59 | yes | 2 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:17 | yes | 21 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:27 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:18 | no | 0 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:34 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:37 | yes | 18 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:44 | yes | 19 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:48 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:51 | yes | 23 | 55 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:54 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:35 | no | 0 | 35 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:30 | yes | 23 | 24 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:18 | yes | 19 | 56 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:37 | yes | 9 | 16 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:49 | yes | 4 | 29 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:13 | yes | 15 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:17 | yes | 19 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:14 | yes | 4 | 9 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:10 | yes | 23 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:29 | yes | 18 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:00 | yes | 24 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:58 | yes | 13 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:56 | yes | 22 | 38 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:51 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:25 | yes | 24 | 67 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:11 | yes | 25 | 38 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:32 | yes | 24 | 142 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:59 | yes | 17 | 29 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:36 | yes | 6 | 27 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:09 | yes | 23 | 38 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
Brandwatch read as Brandwatch Consumer Intelligence
Brandwatch (Cision) read as Brandwatch Consumer Intelligence
Brandwatch (Meltwater) read as Brandwatch Consumer Intelligence
Brandwatch (by Cision) read as Brandwatch Consumer Intelligence
Brandwatch (now Cision) read as Brandwatch Consumer Intelligence
Nielsen read as Nielsen One
Sprinklr read as Sprinklr Insights
YouGov read as YouGov Profiles
YouGov (YouGov Profiles & BrandIndex) read as YouGov Profiles
Unresolved, counted raw
76th St
Adobe AAM
Affinio
AgilOne
Appier AIXON
Azure OpenAI
Brandwatch Consumer Research
Cint
Cint/Lucid (Programmatic Panel Exchange)
Claritas
Command AI
Consumr.ai
Delphi Group
Dstillery
ExactMatch.io
Gartner
Infegy
Infegy Starscape
Meta / Facebook Audience Insights standalone
Nielsen IQ
Nielsen Scarborough / Nielsen ONE
NielsenIQ One
Numerator
Pulsar Platform
Rival Tech
Salesforce
Spotbookr
Telmar/Helixa
Discontinued, still offered
No shut-down product was recommended here.