Consent and privacy management for small business buyers
Asked as “consent management platform”, and as “cookie consent and privacy compliance tool”, on behalf of a small B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
30%
Contested · Cookiebot 21%
30CookieYes21Cookiebot18iubenda32others
30% of first choices, contested.
Since October 2026▼−16Since October 2026: 46% → 30%, −16 points. Past the 11-point floor: movement.CookieYes held the lead, −16 points on 46%, 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
CookieYes30%Contested▼−16Since October 2026: 46% → 30%, −16 points. Past the 11-point floor: movement.This pageMid-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.Standing →
CookieYes30%Contested▼−16Since October 2026: 46% → 30%, −16 points. Past the 11-point floor: movement.This pageMid-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.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01CookieYes30%2%57accepted challenger▼−16Since October 2026: 46% → 30%, −16 points. Past the 11-point floor: movement.46% → 30%
CookieYes30%2%57accepted challenger▼−16Since October 2026: 46% → 30%, −16 points. Past the 11-point floor: movement.46% → 30%02
Cookiebot21%23%60accepted challenger▲+5Since October 2026: 16% → 21%, +5 points. Inside the 11-point floor: within noise.16% → 21%
Cookiebot21%23%60accepted challenger▲+5Since October 2026: 16% → 21%, +5 points. Inside the 11-point floor: within noise.16% → 21%03
iubenda18%0%44accepted challenger▲+14Since October 2026: 4% → 18%, +14 points. Past the 11-point floor: movement.4% → 18%
iubenda18%0%44accepted challenger▲+14Since October 2026: 4% → 18%, +14 points. Past the 11-point floor: movement.4% → 18%04
Termly11%5%40accepted challenger▲+2Since October 2026: 9% → 11%, +2 points. Inside the 11-point floor: within noise.9% → 11%
Termly11%5%40accepted challenger▲+2Since October 2026: 9% → 11%, +2 points. Inside the 11-point floor: within noise.9% → 11%05
CookieScript5%0%11accepted challenger▼−2Since October 2026: 7% → 5%, −2 points. Inside the 11-point floor: within noise.7% → 5%
CookieScript5%0%11accepted challenger▼−2Since October 2026: 7% → 5%, −2 points. Inside the 11-point floor: within noise.7% → 5%06
Complianz4%4%24accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Complianz4%4%24accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%07
Usercentrics CMP4%23%31accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
Usercentrics CMP4%23%31accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%08Osano4%36%25criticized challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
Osano4%36%25criticized challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%Show the three products at 0%, ordered by negative rate
11OneTrust0%90%39criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
OneTrust0%90%39criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
TrustArc0%86%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
TrustArc0%86%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Didomi0%77%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Didomi0%77%13criticized 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 small business.
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
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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01CookieYes30%
CookieYes30%02Cookiebot21%
Cookiebot21%03iubenda18%
iubenda18%04Termly11%
Termly11%05CookieScript5%
CookieScript5%06Complianz4%
Complianz4%07Usercentrics CMP4%
Usercentrics CMP4%08Osano4%
Osano4%09Didomi0%
Didomi0%10TrustArc0%
TrustArc0%11OneTrust0%
OneTrust0%What they warned about
Zero 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 4.20, 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.
OneTrust90%
35 of 39 labels negative · 13 of 14 models · 16 hard negative
“$10,000+ annual minimum; complex implementation requiring developers; reported 5-10x price increases at renewal; poor support reputation” Kimi K2, negative prompt
Cookiebot23%
14 of 60 labels negative · 9 of 14 models · 2 hard negative
“What to Avoid - Cookiebot: While solid, it prices by subpage count and has a history of sudden price increases.” Kimi K2, paraphrase prompt
Didomi77%
10 of 13 labels negative · 8 of 14 models · 3 hard negative
“Avoid for small teams: OneTrust (starts at ~$10,000/year), Didomi, and TrustArc require custom enterprise quotes.” Kimi K2, comparative prompt
Osano36%
9 of 25 labels negative · 8 of 14 models · 2 hard negative
“Some CMPs (like Osano at $199/month or OneTrust at enterprise prices) are overkill for small businesses — avoid them.” DeepSeek V4 Flash, 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
73 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. 761 links across 174 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.
32 answers · 32 citations · 11 models
vendor site · CookieYes24 answers · 33 citations · 10 models
23 answers · 32 citations · 10 models
23 answers · 23 citations · 9 models
22 answers · 33 citations · 7 models
vendor site · Capterra22 answers · 28 citations · 9 models
22 answers · 25 citations · 8 models
vendor site · iubenda20 answers · 27 citations · 11 models
20 answers · 21 citations · 9 models
vendor site · Elementor19 answers · 24 citations · 10 models
vendor site · Reform.app18 answers · 23 citations · 9 models
vendor site · TrustRadius17 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.
32 answers · 11 models
23 answers · 9 models
22 answers · 8 models
16 answers · 9 models
15 answers · 9 models
14 answers · 6 models
13 answers · 6 models
12 answers · 6 models
10 answers · 7 models
10 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 |
|---|---|---|---|---|---|---|---|---|
| CookieYes cookieyes.com | 30% | 100 | 2,900 | 25 | 32,291 | 42 | ||
| Cookiebot cookiebot.com | 21% | 125 | 3,600 | 76 | 12,326 | $234 | 120 | |
| iubenda iubenda.com | 18% | 75 | 1,600 | 23 | 149,415 | 46 | ||
| Termly termly.io | 11% | 61 | 5,400 | 62 | 245,341 | 35 | 8 | |
| CookieScript cookie-script.com CookieScript 5%, Cookie Script 2% | 7% | 19 | 210 | 0 | 24,256 | 13 | ||
| Complianz complianz.io | 4% | 30 | 880 | 12 | 1,091 | |||
| Usercentrics CMP usercentrics.com | 4% | 115 | 30 | 0 | 67,472 | $494 | 36 | 6 |
| Osano osano.com | 4% | 91 | 2,400 | 28 | 36,277 | 46 | 3 | |
| Consently consently.net | 2% | 10 | ||||||
| FlexyConsent | 2% |
Google's top ten for the two searches hold 16 sites; 1 of them are among the sites the models cited here (g2.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 small B2B company?”Paraphrase“Which cookie consent and privacy compliance tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top consent management platforms for a small team and how do they differ?”Budget-constrained“What is the best consent management platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a consent management platform. What should we look at?”Negative“Which consent management platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choiceiubendaChangedCookieYes, Termlyagainst: OneTrustCookieYes, Termlyno first choiceagainst: Cookiebot, Didomi, OneTrust, Osano
Two alternatives
Cookiebot, TermlyThree alternatives
Cookiebot, GetTerms, OsanoTwo alternatives
Axeptio, GetTermsGPT-5.4 miniCookieYesTermlyChangedagainst: OneTrustCookieYes, Cookiebotagainst: OneTrust, OsanoCookieYes, iubendaagainst: OneTrust, Termlyno first choiceagainst: Didomi, IBM Verify CIAM, OneTrust, TrustArc, Usercentrics CMP
Three alternatives
AdOpt, CookieScript, iubendaOne alternative
CookiebotFour alternatives
Complianz, Termly, Usercentrics CMP, iubendaGemini 3.5 FlashCookiebotagainst: OneTrustCookieYesChangedCookieYesComplianz, CookieYesagainst: OneTrust, OsanoCookiebot, Usercentrics CMPagainst: OneTrustagainst: Cookiebot, OneTrust
Three alternatives
Complianz, Osano, iubendaThree alternatives
Complianz, HubSpot’s Native Cookie Consent Banner, iubendaFour alternatives
Complianz, Cookiebot, Termly, iubendaThree alternatives
Cookiebot, Klaro!, iubendaFour alternatives
Axeptio, Didomi, Klar, TermlyPerplexity SonarCookiebotagainst: OneTrust, TrustArcTermlyChangedCookiebotCookieYesagainst: Osanono first choiceagainst: CookieYes, Cookiebot, Didomi, Ketch, OneTrust, Termly, TrustArc
Five alternatives
Complianz, CookieYes, Osano, Reform.app, Usercentrics CMPThree alternatives
Complianz, CookieYes, CookiebotSix alternatives
CookieYes, Enzuzo, Osano, Termly, Usercentrics CMP, iubendaThree alternatives
Complianz, Cookiebot, TermlyGrok 4.20Termlyagainst: OneTrust, Osano, Usercentrics CMPCookieScriptChangedagainst: OneTrust, TrustArcCookieYes, Cookiebotagainst: Didomi, Ketch, OneTrust, Osano, TrustArc, Usercentrics CMPiubendaagainst: Complianz, OneTrustno first choiceagainst: OneTrustagainst: Consent Pro, Cookiebot, OneTrust, TrustArc, Usercentrics CMP
Two alternatives
Cookiebot, iubendaThree alternatives
CookieYes, Usercentrics CMP, iubendaThree alternatives
AdOpt, Termly, iubendaTwo alternatives
CookieYes, CookiebotMistral SmallCookiebot, iubendaCookiebotChangedCookieYes, Cookiebot, iubendaagainst: DidomiCookiebot, iubendano first choiceagainst: Ketch, OneTrust, Osano
One alternative
OsanoTwo alternatives
CookieYes, iubendaTwo alternatives
Ketch, consentmanagerTwo alternatives
CookieYes, TermlyDeepSeek V4 FlashCookieYesagainst: Cookiebot, Didomi, OneTrust, Sourcepoint, Usercentrics CMPiubendaChangedagainst: Cookiebot, Ketch, OneTrustCookieYes, CookiebotCookieYesagainst: OneTrust, OsanoCookiebotagainst: Didomi, OneTrust, TrustArcagainst: Cookiebot, Didomi, OneTrust, Quantcast Choice, TrustArc
One alternative
iubendaTwo alternatives
Complianz, CookieYesFour alternatives
Enzuzo, Termly, Usercentrics CMP, iubendaTwo alternatives
Cookiebot, iubendaFour alternatives
CookieYes, Osano, Usercentrics CMP, iubendaLlama 4 MaverickCookieYes, Cookiebotno first choiceChangedno first choiceCookieYesno first choicenothing named
Three alternatives
Complianz, Termly, iubendaThree alternatives
Cookiebot, Termly, iubendaQwen 3.7 FlashiubendaCookieYesChangedCookiebotagainst: OneTrust, OsanoCookiebotno first choiceagainst: Cookiebot, OneTrust, Usercentrics CMP
Three alternatives
Complianz, Cookiebot, Usercentrics CMPTwo alternatives
Cookiebot, OsanoTwo alternatives
Usercentrics CMP, iubendaThree alternatives
Ketch, Termly, iubendaKimi K2iubendaagainst: CookiebotCookieYesChangedagainst: Cookiebot, OneTrust, TrustArcCookieYes, Cookiebotagainst: Didomi, OneTrust, TrustArcFlexyConsentagainst: CookiebotComplianz, Cookie Script, Osano, Termly, Usercentrics CMPagainst: OneTrustagainst: Cookiebot, OneTrust, Quantcast Choice, TrustArc
One alternative
CookieYesThree alternatives
CookieScript, Silktide Consent Manager, TermlyTwo alternatives
Complianz, iubendaTwo alternatives
CookieYes, iubendaGLM 4.7 FlashXCookiebotConsentlyChangedCookieYes, Osanoagainst: OneTrust CMPCookieScript, CookiebotCookieYesagainst: OneTrustagainst: Cookiebot, consentmanager
Three alternatives
CookieYes, Termly, iubendaTwo alternatives
CookieYes, OsanoFive alternatives
Complianz, Cookiebot, Seers AI, Usercentrics CMP, iubendaThree alternatives
CookieYes, Termly, iubendaThree alternatives
Cookiebot, Termly, Usercentrics CMPMiniMax M2.5Osano, iubendaCookieScriptChangedCookieScript, CookieYesagainst: OneTrust, TrustArciubendano first choicenothing named
Two alternatives
CookieYes, CookiebotThree alternatives
CookieYes, Cookiebot, SilktideTwo alternatives
Clym.io, CookiebotThree alternatives
Complianz, CookieScript, CookiebotGPT-6 LunaCookieYesTermlyChangedTermly, iubendaCookieYesno first choiceagainst: OneTrust
Two alternatives
Termly, Usercentrics CMPThree alternatives
CookieYes, Cookiebot, Usercentrics CMPOne alternative
TermlyMuse Glimmer 30BCookieYesCookiebotChangedCookiebotagainst: Didomi, OneTrustCookieYesno first choiceagainst: Cookiebot, Ketch, OneTrust, Usercentrics CMP, consentmanager
Four alternatives
Cookiebot, now part of Usercentrics, Termly, Usercentrics CMP, iubendaTwo alternatives
Complianz, CookieYesThree alternatives
CookieYes, Usercentrics CMP, iubendaFour alternatives
Complianz, Cookiebot, Silktide Consent Manager, iubendaBold 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 16:40 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:49 | yes | 3 | 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 09:41 | no | 0 | 13 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 13:07 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:09 | yes | 10 | 18 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:59 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:49 | yes | 23 | 19 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:34 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:47 | yes | 5 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:09 | yes | 10 | 33 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:43 | yes | 18 | 48 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:07 | yes | 5 | 25 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:45 | yes | 3 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:47 | yes | 15 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:24 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:23 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:33 | yes | 10 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 13:18 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:54 | yes | 10 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:07 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:23 | yes | 22 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:41 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:38 | yes | 5 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:03 | yes | 20 | 41 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:48 | yes | 10 | 33 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:04 | yes | 14 | 62 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:59 | yes | 2 | 9 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:32 | yes | 22 | 29 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:43 | yes | 15 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:44 | yes | 0 | 8 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 14:03 | yes | 9 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:22 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:47 | yes | 5 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:32 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:13 | yes | 25 | 27 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:09 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:52 | no | 0 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:27 | yes | 9 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:56 | yes | 15 | 78 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:39 | yes | 9 | 32 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:54 | yes | 6 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:08 | yes | 22 | 39 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:45 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:53 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:40 | yes | 5 | 16 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:53 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:23 | yes | 5 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:57 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:27 | yes | 15 | 18 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:18 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:34 | yes | 5 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:41 | yes | 10 | 42 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:40 | yes | 10 | 23 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:24 | yes | 5 | 23 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:30 | yes | 2 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:14 | yes | 15 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:14 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:25 | yes | 5 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:19 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:37 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:51 | yes | 5 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:46 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:20 | yes | 19 | 42 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:01 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:38 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:57 | yes | 10 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:28 | yes | 15 | 229 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:25 | no | 0 | 110 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:36 | yes | 5 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:31 | yes | 14 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:01 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:30 | yes | 3 | 6 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 11:30 | no | 0 | 12 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 15:39 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:18 | yes | 9 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:44 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:07 | yes | 25 | 36 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:27 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:01 | yes | 24 | 47 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:19 | yes | 24 | 39 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:53 | yes | 25 | 31 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:26 | no | 0 | 44 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:18 | yes | 2 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:15 | yes | 23 | 36 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 (formerly Cookiebot) read as Usercentrics CMP
Unresolved, counted raw
BigID CMP Express
Clym.io
ConsentBit
Cookie Confirm
Cookie Control
CookieScript CMP
CookieScript Consent Management Platform
Cookiebot, now part of Usercentrics
FlexyConsent
GoConsent
HubSpot’s Native Cookie Consent Banner
Klar
Seers AI
Discontinued, still offered
No shut-down product was recommended here.