Consent and privacy management for enterprise buyers
Asked as “consent management platform”, and as “cookie consent and privacy compliance tool”, on behalf of an enterprise B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
66%
Consensus
66OneTrust08Ketch06Usercentrics CMP20others
66% of first choices, consensus.
Since October 2026▲+3Since October 2026: 63% → 66%, +3 points. Inside the 11-point floor: within noise.OneTrust held the lead, +3 points on 63%, 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
CookieYes30%Contested▼−16Since October 2026: 46% → 30%, −16 points. Past the 11-point floor: movement.Standing →Mid-market
Osano29%Contested▼−2Since October 2026: 31% → 29%, −2 points. Inside the 11-point floor: within noise.Standing →Enterprise
OneTrust66%Consensus▲+3Since October 2026: 63% → 66%, +3 points. Inside the 11-point floor: within noise.This page
CookieYes30%Contested▼−16Since October 2026: 46% → 30%, −16 points. Past the 11-point floor: movement.Standing →Mid-marketOsano29%Contested▼−2Since October 2026: 31% → 29%, −2 points. Inside the 11-point floor: within noise.Standing →EnterpriseOneTrust66%Consensus▲+3Since October 2026: 63% → 66%, +3 points. Inside the 11-point floor: within noise.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
01OneTrust66%23%71endorsed leader▲+3Since October 2026: 63% → 66%, +3 points. Inside the 11-point floor: within noise.63% → 66%
OneTrust66%23%71endorsed leader▲+3Since October 2026: 63% → 66%, +3 points. Inside the 11-point floor: within noise.63% → 66%02
Ketch8%7%45accepted challenger▼−1Since October 2026: 9% → 8%, −1 point. Inside the 11-point floor: within noise.9% → 8%
Ketch8%7%45accepted challenger▼−1Since October 2026: 9% → 8%, −1 point. Inside the 11-point floor: within noise.9% → 8%03
Usercentrics CMP6%22%51accepted challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 11-point floor: within noise.6% → 6%
Usercentrics CMP6%22%51accepted challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 11-point floor: within noise.6% → 6%04
TrustArc4%24%54accepted challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise.6% → 4%
TrustArc4%24%54accepted challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise.6% → 4%Show the five products at 0%, ordered by negative rate
09
Cookiebot0%52%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Cookiebot0%52%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%05
Didomi0%24%41accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Didomi0%24%41accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06Osano0%21%28accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.6% → 0%
Osano0%21%28accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.6% → 0%08
Sourcepoint0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Sourcepoint0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
Securiti0%8%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Securiti0%8%13accepted 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.
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
Osano vs iubendaOsano vs EnzuzoOsano vs KetchOsano vs ComplianzCookiebot vs Usercentrics CMPCookiebot vs CookieYesCookiebot vs iubendaCookiebot vs EnzuzoCookiebot vs KetchCookiebot vs ComplianzUsercentrics CMP vs CookieYesUsercentrics CMP vs iubendaUsercentrics CMP vs EnzuzoUsercentrics CMP vs KetchUsercentrics CMP vs ComplianzCookieYes vs iubendaCookieYes vs EnzuzoCookieYes vs KetchCookieYes vs Complianziubenda vs Enzuzoiubenda vs Ketchiubenda vs ComplianzEnzuzo vs KetchEnzuzo vs ComplianzKetch vs Complianz
One product takes 66% of first choices here, so the chart would put eight markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. One product carries a negative rate above 25% in this category.
What they warned about
Thirteen of fourteen models held their first choice under the paraphrase. Kimi K2 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.
OneTrust23%
16 of 71 labels negative · 11 of 14 models · 3 hard negative
“What to Avoid: The "Market Leader" Trap * OneTrust & TrustArc: ... its pricing model is notorious among enterprise procurement teams for unpredictability.” Gemini 3.5 Flash, budget prompt
Cookiebot52%
14 of 27 labels negative · 10 of 14 models · 4 hard negative
“Free or low-cost/self-serve CMPs (e.g., Cookiebot/Cybot, CookieYes, iubenda, consentmanager.net, Termly)... geared toward SMEs” Grok 4.20, negative prompt
Usercentrics CMP22%
11 of 51 labels negative · 10 of 14 models · 3 hard negative
“Avoid Traffic/Session-Based Tools: Platforms like Usercentrics, Ketch, Consentmanager, or CookieYes often price per sessions” Grok 4.20, budget prompt
TrustArc24%
13 of 54 labels negative · 9 of 14 models · 4 hard negative
“Platforms to AVOID ... TrustArc | Quote-only pricing; no published rates” Kimi K2, budget 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
78 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. 1009 links across 248 sites, every framing counted. Ranked by the number of answers carrying the site or page. 9 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.
vendor site · Usercentrics46 answers · 69 citations · 14 models
vendor site · Consently34 answers · 45 citations · 11 models
vendor site · Secure Privacy33 answers · 37 citations · 11 models
31 answers · 60 citations · 10 models
vendor site · Syrenis24 answers · 39 citations · 10 models
vendor site · OneTrust24 answers · 38 citations · 10 models
24 answers · 27 citations · 9 models
vendor site · TrustRadius23 answers · 24 citations · 9 models
vendor site · Enzuzo22 answers · 31 citations · 10 models
vendor site · Ketch21 answers · 34 citations · 8 models
20 answers · 22 citations · 9 models
vendor site · TrustArc18 answers · 21 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.
28 answers · 10 models
27 answers · 9 models
25 answers · 11 models
18 answers · 8 models
18 answers · 12 models
17 answers · 8 models
15 answers · 7 models
15 answers · 9 models
13 answers · 8 models
13 answers · 7 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 consent management platform”, “consent management 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 |
|---|---|---|---|---|---|---|---|---|
| OneTrust onetrust.com OneTrust 66%, OneTrust CMP 0% | 66% | 160 | 14,800 | 624 | 54,294 | 58 | 9 | |
| Ketch ketch.com | 8% | 82 | 12,100 | 1,275 | 6,612 | 46 | 4 | |
| Usercentrics CMP usercentrics.com Usercentrics CMP 6%, Usercentrics Enterprise CMP 2% | 8% | 115 | 30 | 0 | 67,472 | $494 | 36 | 6 |
| TrustArc trustarc.com | 4% | 87 | 2,400 | 37 | 24,562 | 17 | ||
| UniConsent uniconsent.com | 4% | 5 | ||||||
| Consently consently.net | 4% | 10 | ||||||
| Syrenis syrenis.com | 2% | 8 | 2 | |||||
| TruePrivacy | 2% | |||||||
| Usercentrics Corporate | 2% | |||||||
| Didomi didomi.io | 0% | 75 | 590 | 7 | 1,944 | 4 |
Google's top ten for the two searches hold 16 sites; 7 of them are among the sites the models cited here (enzuzo.com, g2.com, ketch.com, onetrust.com, secureprivacy.ai, syrenis.com, usercentrics.com). The first result for “best consent management platform” is enzuzo.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 consent management platform for an enterprise B2B company?”Paraphrase“Which cookie consent and privacy compliance tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade consent management platforms and how do they differ?”Budget-constrained“What is the best consent management 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 consent management platform. What should we look at?”Negative“Which consent management platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5OneTrustOneTrustHeldno first choiceagainst: Ketch, OneTrustConsentlyagainst: Didomi, OneTrust, TrustArcno first choiceagainst: Cookiebot, Didomi, OneTrust
Three alternatives
Ketch, TrustArc, Usercentrics CMPOne alternative
TrustArcThree alternatives
Didomi, TrustArc, Usercentrics CMPTwo alternatives
ConsentStack, CookiebotGPT-5.4 miniOneTrustOneTrustHeldOneTrust, TrustArcUsercentrics Enterprise CMPno first choiceagainst: AdOpt, CookieHub, Ketch, OneTrust Consent & Preferences, Securiti, Segment, Usercentrics CMP
Two alternatives
TrustArc, Usercentrics CMPFour alternatives
Cookiebot, Termly, TrustArc, Usercentrics CMPSix alternatives
Cookiebot, Didomi, Ketch, Osano, Sourcepoint, Usercentrics CMPOne alternative
OneTrust CMPGemini 3.5 FlashOneTrustOneTrustHeldOneTrustKetchagainst: OneTrust, TrustArcno first choiceagainst: Complianz, CookieConsent, CookieScript, Cookiebot, Klaro!, OneTrust, Termly, TrustArc, iubenda
Six alternatives
Didomi, Enzuzo, Ketch, Osano, Securiti, TrustArcThree alternatives
Didomi, Ketch, SecuritiSix alternatives
Didomi, Ketch, Securiti, Sourcepoint, TrustArc, Usercentrics CMPThree alternatives
Didomi, Osano, TranscendPerplexity SonarOneTrustagainst: OsanoOneTrustHeldagainst: CookiebotOneTrustKetchagainst: OneTrustno first choiceagainst: CookieYes, Cookiebot, Didomi, InMobi Choice CMP, OneTrust, Osano, TrustArc, Usercentrics CMP
Five alternatives
Didomi, Ketch, Syrenis, TrustArc, Usercentrics CMPOne alternative
Usercentrics CMPSeven alternatives
Didomi, Ketch, Osano, Sourcepoint, Transcend, TrustArc, Usercentrics CMPTwo alternatives
Didomi, Usercentrics CMPGrok 4.20OneTrustOneTrustHeldOneTrust, TrustArcSyrenisagainst: CookieYes, Ketch, Usercentrics CMP, consentmanagerOneTrust, TrustArc, Usercentrics CMPagainst: Cookiebotagainst: CookieYes, Cookiebot, Crownpeak, Didomi, InMobi CMP, OneTrust, Termly, TrustArc, Usercentrics CMP, consentmanager, iubenda
Five alternatives
BigID, Syrenis, Tealium, TrustArc, Usercentrics CMPTwo alternatives
TrustArc, Usercentrics CMPFour alternatives
Didomi, Ketch, Tealium, Usercentrics CMPThree alternatives
Didomi, OneTrust, TrustArcOne alternative
DidomiMistral SmallOneTrustOneTrustHeldOneTrustOneTrustno first choicenothing named
Three alternatives
Crownpeak, Didomi, TrustArcTwo alternatives
Cookiebot, consentmanagerFour alternatives
Didomi, Ketch, TrustArc, Usercentrics CMPTwo alternatives
Ketch, Usercentrics CMPDeepSeek V4 FlashOneTrustOneTrustHeldagainst: Cookiebot, Usercentrics CMPOneTrustKetchagainst: OneTrust, Osano, UniConsent, consentmanagerno first choiceagainst: Axeptio, Cookie Consent, Cookie First, Didomi, Google Funding Choices, OneTrust, Orbee, Quantcast Choice, Termly, TrustArc
Five alternatives
Didomi, Ketch, Osano, TrustArc, Usercentrics CMPTwo alternatives
Ketch, TrustArcFive alternatives
Didomi, Ketch, Sourcepoint, TrustArc, Usercentrics CMPLlama 4 MaverickOneTrustOneTrustHeldno first choiceOneTrustno first choiceagainst: Consently, Cookiebot, Usercentrics CMP
Three alternatives
Concord Privacy, Cookiebot, TrustArc’s Cookie Consent ManagerQwen 3.7 FlashOneTrustOneTrustHeldagainst: CookieYes, iubendaOneTrustUsercentrics CMPno first choiceagainst: Complianz, Cookie First, CookieYes, Didomi, Google Funding Choices, OneTrust, Orbee, Quantcast Choice, Sourcepoint, Termly, iubenda
Three alternatives
Ketch, TrustArc, Usercentrics CMPTwo alternatives
Ketch, Usercentrics CMPSix alternatives
BigID, Ketch, Osano, Securiti, TrustArc, Usercentrics CMPTwo alternatives
OneTrust, TrustArcKimi K2OneTrustagainst: TrustArcOneTrust, TrustArcChangedOneTrustTruePrivacy, UniConsentagainst: Cookiebot, OneTrust, TrustArc, Usercentrics CMPKetch, OneTrustagainst: Cookie Consent, Cookie First, Didomi, Orbee, Quantcast Choice, Termly, TrustArc
Two alternatives
Ketch, OsanoOne alternative
Usercentrics CMPSeven alternatives
BigID, Cookiebot, Didomi, Ketch, Osano, TrustArc, Usercentrics CMPTwo alternatives
Enzuzo, KetchTwo alternatives
TrustArc, Usercentrics CMPGLM 4.7 FlashXOneTrustOneTrustHeldOneTrustagainst: TealiumUniConsentagainst: OneTrust, TrustArcno first choiceagainst: AdOpt, Cookiebot, TrustArc, Usercentrics CMP, consentmanager
Four alternatives
Didomi, Ketch, Osano, TrustArcTwo alternatives
TrustArc, Usercentrics CMPFive alternatives
Ketch, Osano, Syrenis, TrustArc, Usercentrics CMPThree alternatives
ConsentX, Cookiebot, consentmanagerMiniMax M2.5OneTrustOneTrustHeldOneTrustConsentlyagainst: Usercentrics CMP, consentmanagerOneTrustagainst: Osanoagainst: Captain Compliance, Cookiebot, Crownpeak, Didomi, OneTrust, TrustArc
Two alternatives
Ketch, TrustArcThree alternatives
CookieHub, Secure Privacy, Usercentrics CMPFive alternatives
Cookiebot, Didomi, Quantcast Choice, SAP Enterprise Consent and Preference Management, TrustArcThree alternatives
OneTrust, Osano, UniConsentThree alternatives
Ketch, TrustArc, Usercentrics CMPGPT-6 LunaOneTrustOneTrustHeldOneTrust, TrustArcUsercentrics Corporateno first choiceagainst: CookieYes, Didomi, OneTrust, Osano, Usercentrics CMP
Four alternatives
Didomi, Ketch, TrustArc, Usercentrics CMPTwo alternatives
TrustArc, Usercentrics CMPSix alternatives
Didomi, Ketch, Osano, Sourcepoint, Transcend, Usercentrics CMPOne alternative
OneTrustMuse Glimmer 30BOneTrustagainst: Cookiebot, Usercentrics CMPOneTrustHeldagainst: CookieYes, Cookiebot, TermlyOneTrustagainst: CookiebotUsercentrics CMPagainst: Didomi, OneTrustno first choiceagainst: Osano, TrustArc, Vectaury
Two alternatives
Ketch, TrustArcTwo alternatives
Didomi, KetchFour alternatives
Didomi, Ketch, TrustArc, Usercentrics CMPTwo alternatives
Consent Studio, UniConsentBold 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 13:00 | yes | 17 | 11 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:43 | yes | 4 | 6 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 13:06 | yes | 9 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 17:24 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:38 | yes | 10 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:51 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:41 | yes | 21 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:02 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:58 | yes | 5 | 23 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:15 | yes | 20 | 32 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:05 | yes | 25 | 53 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:26 | yes | 5 | 26 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:09 | yes | 4 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:28 | yes | 12 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:52 | yes | 19 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:01 | yes | 5 | 6 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 09:43 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 13:49 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:48 | yes | 10 | 12 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:37 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:27 | yes | 23 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:27 | yes | 5 | 7 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:02 | yes | 5 | 24 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:42 | yes | 10 | 30 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:49 | yes | 21 | 29 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:36 | yes | 21 | 47 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:42 | yes | 3 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:47 | yes | 14 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:05 | yes | 16 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:56 | 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 08:50 | no | 0 | 17 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:46 | yes | 10 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:56 | yes | 9 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:40 | yes | 10 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:46 | yes | 22 | 32 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:02 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:02 | yes | 10 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:42 | yes | 18 | 48 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:36 | yes | 23 | 83 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:47 | yes | 5 | 30 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:03 | yes | 8 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:40 | yes | 12 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:15 | yes | 17 | 11 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:59 | yes | 4 | 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 12:34 | yes | 10 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:58 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:19 | yes | 25 | 15 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:25 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:46 | yes | 22 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:38 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:09 | yes | 15 | 75 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:43 | yes | 24 | 40 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:26 | yes | 25 | 31 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:28 | yes | 23 | 56 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:44 | yes | 2 | 17 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:26 | yes | 24 | 39 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:00 | yes | 17 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:00 | no | 0 | 9 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 15:40 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 16:52 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:55 | yes | 15 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:29 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:06 | yes | 20 | 47 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:00 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:49 | yes | 24 | 66 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:10 | yes | 16 | 42 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:04 | yes | 24 | 35 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:41 | yes | 10 | 36 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:05 | yes | 4 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:25 | yes | 13 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:16 | yes | 17 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:42 | yes | 3 | 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 14:31 | no | 0 | 15 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:21 | yes | 10 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:19 | yes | 15 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:07 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:16 | yes | 25 | 58 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:52 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:39 | yes | 15 | 53 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:04 | yes | 25 | 27 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:41 | yes | 23 | 26 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:35 | yes | 16 | 48 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:04 | yes | 2 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:59 | yes | 24 | 27 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
Quantcast read as Quantcast Choice
Usercentrics read as Usercentrics CMP
Usercentrics (Cookiebot) read as Usercentrics CMP
Usercentrics (formerly Cookiebot) read as Usercentrics CMP
Usercentrics (including Cookiebot) read as Usercentrics CMP
Unresolved, counted raw
Consent Studio
ConsentX
CookieConsent (by Orest Bida)
Evidon
InMobi Choice CMP
OneTrust Consent & Preferences
SAP Enterprise Consent and Preference Management
TruePrivacy
TrustArc’s Cookie Consent Manager
Trusted Shops
Usercentrics Corporate
Usercentrics Enterprise CMP
Vectaury
Discontinued, still offered
No shut-down product was recommended here.