Consent and privacy management
Asked as “consent management platform”, and as “cookie consent and privacy compliance tool”, on behalf of a mid-market B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
31%
Contested · CookieYes 16%
31Osano16CookieYes12Cookiebot41others
31% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: Osano (27%) replaces Enzuzo (25% then, 9% now), 18 points clear, past the 11-point floor.Osano leads at 27%, replacing Enzuzo, which led at 25% and stands at 9% now: 18 points clear, past the 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
CookieYes46%Clear leader▼−1Since September 2026: 48% → 47%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-market
Osano31%Contested↗new leaderNew leader since September 2026: Osano (27%) replaces Enzuzo (25% then, 9% now), 18 points clear, past the 11-point floor.This pageEnterprise
OneTrust63%Clear leader▲+6Since September 2026: 55% → 60%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
CookieYes46%Clear leader▼−1Since September 2026: 48% → 47%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketOsano31%Contested↗new leaderNew leader since September 2026: Osano (27%) replaces Enzuzo (25% then, 9% now), 18 points clear, past the 11-point floor.This pageEnterpriseOneTrust63%Clear leader▲+6Since September 2026: 55% → 60%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Osano31%4%48endorsed leader▲+9Since September 2026: 19% → 27%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.19% → 27%
Osano31%4%48endorsed leader▲+9Since September 2026: 19% → 27%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.19% → 27%02CookieYes16%4%27accepted challenger▼−3Since September 2026: 17% → 14%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.17% → 14%
CookieYes16%4%27accepted challenger▼−3Since September 2026: 17% → 14%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.17% → 14%03
Cookiebot12%12%50accepted challenger▲+3Since September 2026: 10% → 14%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 14%
Cookiebot12%12%50accepted challenger▲+3Since September 2026: 10% → 14%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 14%04
Usercentrics CMP8%7%42accepted challenger▲+5Since September 2026: 4% → 9%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 9%
Usercentrics CMP8%7%42accepted challenger▲+5Since September 2026: 4% → 9%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 9%05
Enzuzo8%0%14accepted challenger▼−16Since September 2026: 25% → 9%, −16 points. Past the 11-point floor: movement. Read over the models both editions asked.25% → 9%
Enzuzo8%0%14accepted challenger▼−16Since September 2026: 25% → 9%, −16 points. Past the 11-point floor: movement. Read over the models both editions asked.25% → 9%06
consentmanager8%13%15accepted challenger▲+5Since September 2026: 2% → 7%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 7%
consentmanager8%13%15accepted challenger▲+5Since September 2026: 2% → 7%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 7%07
Termly4%18%11accepted challenger▼−2Since September 2026: 6% → 5%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 5%
Termly4%18%11accepted challenger▼−2Since September 2026: 6% → 5%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 5%08
Ketch2%5%22accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Ketch2%5%22accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%09
iubenda2%0%19accepted challenger▼−4Since September 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 2%
iubenda2%0%19accepted challenger▼−4Since September 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 2%10
Quantcast Choice2%10%10accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Quantcast Choice2%10%10accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%Show the three products at 0%, ordered by negative rate
13OneTrust0%53%49criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
OneTrust0%53%49criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%12
TrustArc0%22%23accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
TrustArc0%22%23accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%11
Didomi0%16%25accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Didomi0%16%25accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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.
All twenty-eight head-to-head pages: the top eight products, each against each
Osano vs EnzuzoOsano vs consentmanagerOsano vs TermlyOsano vs KetchCookieYes vs CookiebotCookieYes vs Usercentrics CMPCookieYes vs EnzuzoCookieYes vs consentmanagerCookieYes vs TermlyCookieYes vs KetchCookiebot vs Usercentrics CMPCookiebot vs EnzuzoCookiebot vs consentmanagerCookiebot vs TermlyCookiebot vs KetchUsercentrics CMP vs EnzuzoUsercentrics CMP vs consentmanagerUsercentrics CMP vs TermlyUsercentrics CMP vs KetchEnzuzo vs consentmanagerEnzuzo vs TermlyEnzuzo vs Ketchconsentmanager vs Termlyconsentmanager vs KetchTermly vs Ketch
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 →
01020304050607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Osano31%
Osano31%02CookieYes16%
CookieYes16%03Cookiebot12%
Cookiebot12%04Usercentrics CMP8%
Usercentrics CMP8%05Enzuzo8%
Enzuzo8%06consentmanager8%
consentmanager8%07Termly4%
Termly4%08Ketch2%
Ketch2%09iubenda2%
iubenda2%10Quantcast Choice2%
Quantcast Choice2%11Didomi0%
Didomi0%12TrustArc0%
TrustArc0%13OneTrust0%
OneTrust0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 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.
OneTrust53%
26 of 49 labels negative · 11 of 14 models · 8 hard negative
“What to Avoid for Mid-Sized B2B: **OneTrust**: Enterprise-focused ($10,000+ minimum), overly complex for mid-market needs” MiniMax M2.5, paraphrase prompt
Cookiebot12%
6 of 50 labels negative · 5 of 14 models · 1 hard negative
“**Cost at scale**: Per-domain billing charges subdomains separately; reviewers note it "stacks fast"” Grok 4.1 Fast, negative prompt
TrustArc22%
5 of 23 labels negative · 4 of 14 models · 2 hard negative
“What to Avoid for Mid-Sized B2B: - **TrustArc**: Best for large enterprises with certification needs” MiniMax M2.5, paraphrase prompt
Didomi16%
4 of 25 labels negative · 3 of 14 models · 1 hard negative
“**OneTrust & Didomi:** Enterprise-focused... Not realistic for small budgets.” DeepSeek V4 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
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. 1044 links across 180 sites, every framing counted. Ranked by the number of answers carrying the site or page. 1 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 · Enzuzo50 answers · 96 citations · 12 models
vendor site · Osano43 answers · 69 citations · 12 models
vendor site · Usercentrics38 answers · 56 citations · 13 models
32 answers · 32 citations · 10 models
29 answers · 54 citations · 11 models
vendor site · Consently29 answers · 37 citations · 11 models
27 answers · 40 citations · 11 models
vendor site · Secure Privacy26 answers · 34 citations · 9 models
23 answers · 23 citations · 10 models
22 answers · 26 citations · 10 models
vendor site · Ketch21 answers · 25 citations · 8 models
21 answers · 21 citations · 10 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.
36 answers · 11 models
34 answers · 11 models
32 answers · 10 models
23 answers · 10 models
22 answers · 10 models
22 answers · 10 models
22 answers · 10 models
19 answers · 9 models
18 answers · 9 models
16 answers · 8 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best 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 |
|---|---|---|---|---|---|---|---|---|
| Osano osano.com | 31% | 107 | 2,400 | 28 | 36,277 | 46 | 3 | |
| CookieYes cookieyes.com | 16% | 90 | 2,900 | 25 | 32,291 | 42 | ||
| Cookiebot cookiebot.com | 12% | 118 | 3,600 | 76 | 12,326 | $234 | 120 | |
| Usercentrics CMP usercentrics.com Usercentrics CMP 8%, Usercentrics Cookiebot CMP 2% | 10% | 106 | 30 | 0 | 67,472 | $494 | 36 | 6 |
| Enzuzo enzuzo.com | 8% | 35 | 320 | 1 | 11,682 | 1 | 1 | |
| consentmanager consentmanager.net | 8% | 26 | 170 | 0 | 427 | 0 | ||
| Termly termly.io | 4% | 55 | 5,400 | 62 | 245,341 | 35 | 8 | |
| Ketch ketch.com | 2% | 76 | 12,100 | 1,275 | 6,612 | 46 | 4 | |
| iubenda iubenda.com | 2% | 64 | 1,600 | 23 | 149,415 | 46 | ||
| Quantcast Choice quantcast.com | 2% | 14 | 20 | 0 | 4,244 | 30 |
Google's top ten for the two searches hold 16 sites; 6 of them are among the sites the models cited here (enzuzo.com, g2.com, ketch.com, osano.com, secureprivacy.ai, 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 a mid-market B2B company?”Paraphrase“Which cookie consent and privacy compliance tool would you recommend to a mid-sized B2B company?”Comparative“What are the top consent management platforms and how do they differ?”Budget-constrained“What is the best consent management platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a consent management platform. What should we look at?”Negative“Which consent management platforms should I avoid or be cautious about?”
Claude Haiku 4.5EnzuzoOsanoChangedno first choiceTermlyno first choiceagainst: IAB Transparency and Consent Framework
Two alternatives
Osano, Usercentrics CMPTwo alternatives
Termly, iubendaFive alternatives
CookieScript, Cookiebot, Didomi, OneTrust, Usercentrics CMPFive alternatives
Axeptio, CookieYes, GetTerms, consentmanager, iubendaGPT-5.4 miniUsercentrics CMPUsercentrics Cookiebot CMPChangedOneTrust, TrustArcCookieYesagainst: Termlyno first choicenothing named
Two alternatives
Cookiebot, OneTrust CMPTwo alternatives
OneTrust, TrustArcFive alternatives
Cookiebot, Didomi, Sourcepoint, Termly, iubendaOne alternative
CookiebotGemini 3.5 FlashOsanoagainst: OneTrustOsanoHeldagainst: OneTrustOneTrustCookieYesagainst: CookiebotOsanoagainst: OneTrustagainst: Cookiebot, OneTrust
Three alternatives
Cookiebot, Ketch, Usercentrics CMPTwo alternatives
Cookiebot, KetchFive alternatives
CookieYes, Cookiebot, Didomi, Ketch, OsanoFour alternatives
Complianz, InMobi Choice, Klaro!, iubendaFive alternatives
Axeptio, Cookiebot, Didomi, Ketch, Usercentrics CMPPerplexity SonarOsanoCookiebotChangedno first choiceCookieYesno first choiceagainst: Cookiebot
Four alternatives
Enzuzo, OneTrust, Usercentrics CMP, iubendaTwo alternatives
Osano, Usercentrics CMPTwo alternatives
Cookiebot, consentmanagerGrok 4.1 FastCookiebot, Usercentrics CMPagainst: OneTrustCookiebotChangedagainst: OneTrustno first choiceCookieYesno first choiceagainst: Cookiebot, Google Funding Choices, OneTrust, Usercentrics CMP
One alternative
OsanoThree alternatives
CookieYes, Osano, Usercentrics CMPSix alternatives
CookieScript, Cookiebot, OneTrust, Osano, TrustArc, Usercentrics CMPFour alternatives
Cookiebot, Quantcast Choice, consentmanager, iubendaMistral SmallEnzuzoOsano, Reform.appChangedno first choiceQuantcast Choiceno first choiceagainst: Crownpeak, Didomi, InMobi CMP, OneTrust, TrustArc
Three alternatives
Didomi, TrustArc, Usercentrics CMPTwo alternatives
CookieScript, Piwik PROThree alternatives
CookieYes, Osano, Reform.appDeepSeek V4 FlashOsano, Usercentrics CMPagainst: OneTrust, TrustArcOsanoChangedagainst: CookieYes, OneTrustCookiebot, Osanoiubendaagainst: Didomi, OneTrust, Osano, Usercentrics CMPno first choiceagainst: Cookiebot, Didomi, OneTrust, Quantcast Choice, Usercentrics CMP
Two alternatives
Cookiebot, EnzuzoOne alternative
CookiebotSeven alternatives
Didomi, Ketch, OneTrust, Quantcast Choice, Transcend, consentmanager, iubendaTwo alternatives
CookieYes, Cookiebot CMPLlama 4 Maverickno first choiceno first choiceHeldno first choiceagainst: OneTrustconsentmanagerno first choicenothing named
Qwen 3.7 FlashCookiebot, Usercentrics CMPagainst: OneTrustOsanoChangedagainst: OneTrustOneTrustCookieYes, consentmanagerno first choiceagainst: consentmanager, gdprcookies.net
One alternative
OsanoTwo alternatives
Cookiebot, Usercentrics CMPFour alternatives
Cookiebot, Ketch, Osano, Usercentrics CMPOne alternative
ComplianzKimi K2Enzuzoagainst: Cookiebot, OneTrustOsanoChangedagainst: OneTrustOneTrustCookiebot, Secure Privacyno first choiceagainst: OneTrustagainst: OneTrust, consentmanager
Two alternatives
Osano, Usercentrics CMPTwo alternatives
Cookiebot, Usercentrics CMPSeven alternatives
Didomi, Ketch, Osano, Quantcast Choice, Transcend, TrustArc, Usercentrics CMPThree alternatives
Complianz, CookieYes, iubendaThree alternatives
Didomi, Osano, Usercentrics CMPGLM 4.7 FlashXCookiebotagainst: OneTrust, TrustArcKetchChangedagainst: Osanono first choiceKlaro!, Termlyagainst: OneTrustno first choiceagainst: Ketch, TrustArc
Two alternatives
Osano, Usercentrics CMPThree alternatives
CookieYes, Cookiebot, iubendaEight alternatives
Cookiebot, Didomi, Enzuzo, OneTrust, Osano, Quantcast Choice, TrustArc, Usercentrics CMPFive alternatives
ConsentKit, Consenti, CookieYes, Cookiebot, iubendaMiniMax M2.5Enzuzo, Osanoagainst: OneTrustOsanoChangedagainst: OneTrust, TrustArcOneTrustCookieYes, consentmanagerno first choicenothing named
One alternative
DidomiOne alternative
Usercentrics CMPTwo alternatives
Cookiebot, Usercentrics CMPTwo alternatives
Enzuzo, iubendaGPT-6 LunaOsanoagainst: OneTrustOsanoHeldno first choiceCookieYesno first choicenothing named
Two alternatives
Didomi, Usercentrics CMPOne alternative
Usercentrics CMPEight alternatives
Cookiebot, Didomi, Ketch, OneTrust, Osano, Sourcepoint, TrustArc, Usercentrics CMPOne alternative
ComplianzMuse Glimmer 30BOsanoagainst: OneTrustOsanoHeldagainst: OneTrustCookiebot, Ketch, OneTrust, Usercentrics CMPCookieYes, consentmanagerno first choiceagainst: Cookie Consent, Cookie First, Didomi, Orbee, Termly, Vectaury
Three alternatives
Cookiebot, Usercentrics CMP, consentmanagerTwo alternatives
Cookiebot, Usercentrics CMPSix alternatives
CookieYes, Didomi, Osano, Termly, TrustArc, iubendaFour alternatives
Ketch, Piwik PRO, Quantcast Choice, TermlyBold 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 | 2026-10-01 14:10 | yes | 18 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:30 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:46 | yes | 20 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:36 | yes | 19 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:40 | yes | 24 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:34 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:43 | yes | 19 | 42 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:37 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:49 | no | 0 | 36 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:28 | yes | 18 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:23 | yes | 21 | 85 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:36 | yes | 8 | 15 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:41 | yes | 4 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:42 | yes | 17 | 47 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:49 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:52 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:58 | yes | 19 | 27 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 12:25 | yes | 18 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:07 | yes | 20 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:44 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:06 | yes | 18 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:57 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:38 | yes | 10 | 58 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:39 | yes | 24 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:44 | yes | 18 | 16 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:54 | yes | 12 | 21 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:37 | yes | 3 | 19 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:55 | yes | 14 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:16 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:40 | yes | 3 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:04 | yes | 17 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 12:32 | yes | 19 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:58 | yes | 24 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:09 | yes | 10 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:32 | yes | 19 | 46 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:58 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 14:08 | yes | 10 | 41 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:43 | yes | 14 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:15 | yes | 25 | 162 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:22 | yes | 10 | 20 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:47 | yes | 9 | 28 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:15 | yes | 15 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:47 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:54 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:38 | yes | 16 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 08:38 | yes | 18 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:05 | yes | 18 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:52 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:32 | yes | 24 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:16 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:10 | yes | 5 | 26 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:43 | yes | 14 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:27 | yes | 15 | 116 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:42 | yes | 5 | 17 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:39 | yes | 2 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:25 | yes | 13 | 27 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:01 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:45 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:41 | yes | 14 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:27 | yes | 20 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:01 | yes | 15 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:12 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:09 | yes | 23 | 47 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:00 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:49 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:45 | yes | 15 | 26 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:44 | yes | 14 | 137 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:56 | yes | 5 | 14 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:15 | yes | 3 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:18 | yes | 14 | 35 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:14 | yes | 35 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:04 | yes | 5 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:16 | yes | 20 | 32 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:04 | yes | 20 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:46 | yes | 24 | 6 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:11 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:35 | yes | 23 | 24 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:57 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:14 | no | 0 | 34 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:14 | yes | 25 | 23 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 14:01 | yes | 13 | 60 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:23 | yes | 17 | 30 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:41 | yes | 3 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:11 | yes | 22 | 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 (including Cookiebot) read as Usercentrics CMP
Usercentrics (standalone) read as Usercentrics CMP
Unresolved, counted raw
Clarip
Clickio
ConsentKit
Consenti
Cookie First
CookieMan
IAB Transparency and Consent Framework (TCF)
InMobi Choice (formerly Quantcast Choice)
OneTrust CMP
Orbee
Osano Fides
Vectaury
gdprcookies.net
Discontinued, still offered
No shut-down product was recommended here.