Experimentation and personalization for enterprise buyers
Asked as “website experimentation and personalization platform”, and as “A/B testing and personalization tool”, on behalf of an enterprise B2B company. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
48%
Clear leader
48Optimizely CMS12Adobe Target09GrowthBook31others
48% of first choices, clear leader.
Since October 2026▲+2Since October 2026: 46% → 48%, +2 points. Inside the 11-point floor: within noise.Optimizely CMS held the lead, +2 points on 46%, 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
VWO28%Contested▼−8Since October 2026: 36% → 28%, −8 points. Inside the 11-point floor: within noise.Standing →Mid-marketVWO31%Contested▲+4Since October 2026: 27% → 31%, +4 points. Inside the 11-point floor: within noise.Standing →Enterprise
Optimizely CMS48%Clear leader▲+2Since October 2026: 46% → 48%, +2 points. Inside the 11-point floor: within noise.This page
VWO28%Contested▼−8Since October 2026: 36% → 28%, −8 points. Inside the 11-point floor: within noise.Standing →Mid-marketVWO31%Contested▲+4Since October 2026: 27% → 31%, +4 points. Inside the 11-point floor: within noise.Standing →EnterpriseOptimizely CMS48%Clear leader▲+2Since October 2026: 46% → 48%, +2 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
01Optimizely CMS48%20%71endorsed leader▲+2Since October 2026: 46% → 48%, +2 points. Inside the 11-point floor: within noise.46% → 48%
Optimizely CMS48%20%71endorsed leader▲+2Since October 2026: 46% → 48%, +2 points. Inside the 11-point floor: within noise.46% → 48%02
Adobe Target12%22%64accepted challenger▼−4Since October 2026: 16% → 12%, −4 points. Inside the 11-point floor: within noise.16% → 12%
Adobe Target12%22%64accepted challenger▼−4Since October 2026: 16% → 12%, −4 points. Inside the 11-point floor: within noise.16% → 12%03
Kameleoon9%0%29accepted challenger▲+6Since October 2026: 3% → 9%, +6 points. Inside the 11-point floor: within noise.3% → 9%
Kameleoon9%0%29accepted challenger▲+6Since October 2026: 3% → 9%, +6 points. Inside the 11-point floor: within noise.3% → 9%04
GrowthBook9%7%15accepted challenger▲+4Since October 2026: 5% → 9%, +4 points. Inside the 11-point floor: within noise.5% → 9%
GrowthBook9%7%15accepted challenger▲+4Since October 2026: 5% → 9%, +4 points. Inside the 11-point floor: within noise.5% → 9%05
Statsig3%0%25accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%
Statsig3%0%25accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%06
Convert Experiences3%17%12accepted challenger=heldSince October 2026: 3% → 3%, ±0 points. Inside the 11-point floor: within noise.3% → 3%
Convert Experiences3%17%12accepted challenger=heldSince October 2026: 3% → 3%, ±0 points. Inside the 11-point floor: within noise.3% → 3%07VWO2%31%42criticized challenger▼−5Since October 2026: 7% → 2%, −5 points. Inside the 11-point floor: within noise.7% → 2%
VWO2%31%42criticized challenger▼−5Since October 2026: 7% → 2%, −5 points. Inside the 11-point floor: within noise.7% → 2%Show the six products at 0%, ordered by negative rate
13
Mutiny0%38%16criticized challenger▼−10Since October 2026: 10% → 0%, −10 points. Inside the 11-point floor: within noise.10% → 0%
Mutiny0%38%16criticized challenger▼−10Since October 2026: 10% → 0%, −10 points. Inside the 11-point floor: within noise.10% → 0%11
AB Tasty0%31%26criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
AB Tasty0%31%26criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%12
Monetate0%20%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Monetate0%20%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Dynamic Yield0%14%28accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Dynamic Yield0%14%28accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
LaunchDarkly0%7%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
LaunchDarkly0%7%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Bloomreach0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Bloomreach0%0%12accepted 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.
For buyers
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
VWO vs Optimizely CMSVWO vs PostHogVWO vs AB TastyVWO vs MutinyConvert Experiences vs GrowthBookConvert Experiences vs PersonyzeConvert Experiences vs Optimizely CMSConvert Experiences vs PostHogConvert Experiences vs AB TastyConvert Experiences vs MutinyGrowthBook vs PersonyzeGrowthBook vs Optimizely CMSGrowthBook vs PostHogGrowthBook vs AB TastyGrowthBook vs MutinyPersonyze vs Optimizely CMSPersonyze vs PostHogPersonyze vs AB TastyPersonyze vs MutinyOptimizely CMS vs PostHogOptimizely CMS vs AB TastyOptimizely CMS vs MutinyPostHog vs AB TastyPostHog vs MutinyAB Tasty vs Mutiny
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% negative60%
Key
01Optimizely CMS48%
Optimizely CMS48%02Adobe Target12%
Adobe Target12%03Kameleoon9%
Kameleoon9%04GrowthBook9%
GrowthBook9%05Statsig3%
Statsig3%06Convert Experiences3%
Convert Experiences3%07VWO2%
VWO2%08Dynamic Yield0%
Dynamic Yield0%09Bloomreach0%
Bloomreach0%10LaunchDarkly0%
LaunchDarkly0%11AB Tasty0%
AB Tasty0%12Monetate0%
Monetate0%13Mutiny0%
Mutiny0%What they warned about
Eight of fourteen models held their first choice under the paraphrase. Gemini 3.5 Flash, Grok 4.20, Mistral Small, Llama 4 Maverick, MiniMax M2.5 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.
Optimizely CMS20%
14 of 71 labels negative · 11 of 14 models · 5 hard negative
“When to avoid: If operating heavily in the EU/UK, handling PII at scale, or preferring self-hosted/open-source options for auditability.” Grok 4.20, negative prompt
Adobe Target22%
14 of 64 labels negative · 10 of 14 models · 3 hard negative
“Tied tightly to the Adobe Experience Cloud; without a deep commitment to that ecosystem, you'll hit a steep learning curve, heavy IT involvement, and opaque pricing.” GLM 4.7 FlashX, negative prompt
VWO31%
13 of 42 labels negative · 9 of 14 models · 3 hard negative
“Avoid free tools like Google Optimize (discontinued) or basic ones like VWO/Convert—they won't scale reliably” Grok 4.20, paraphrase prompt
Mutiny38%
6 of 16 labels negative · 6 of 14 models · 5 hard negative
“Discontinued its website personalization product in April 2026... making it unsuitable for enterprises seeking a dedicated personalization platform.” Mistral Small, negative 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
76 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 931 links across 264 sites, every framing counted. Ranked by the number of answers carrying the site or page. 28 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 · Convert26 answers · 39 citations · 8 models
vendor site · Optimizely26 answers · 35 citations · 12 models
vendor site · GrowthBook24 answers · 49 citations · 9 models
vendor site · Personyze24 answers · 27 citations · 11 models
19 answers · 40 citations · 9 models
vendor site · Croct17 answers · 19 citations · 9 models
vendor site · Wingify16 answers · 21 citations · 8 models
16 answers · 16 citations · 8 models
vendor site · Webflow15 answers · 17 citations · 9 models
publisher (Gane)15 answers · 15 citations · 9 models
vendor site · Guideflow13 answers · 15 citations · 5 models
13 answers · 13 citations · 7 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.
16 answers · 8 models
15 answers · 6 models
15 answers · 9 models
14 answers · 7 models
13 answers · 7 models
13 answers · 9 models
11 answers · 7 models
11 answers · 8 models
11 answers · 8 models
10 answers · 6 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 website experimentation and personalization platform”, “website experimentation and personalization 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 |
|---|---|---|---|---|---|---|---|---|
| Optimizely optimizely.com Optimizely CMS 48%, Optimizely Web Experimentation 7% | 55% | 229 | 60,500 | 36,211 | 200,757 company | $2 | 120 | 3 |
| Adobe parent site Adobe Target 12% | 12% | 126 | 1,220,000 | 117,563 | ||||
| Kameleoon kameleoon.com | 9% | 71 | 590 | 3 | 28,601 | 3 | ||
| GrowthBook growthbook.io | 9% | 87 | 2,900 | 14 | 26,646 | 26 | ||
| Statsig statsig.com | 3% | 67 | 12,100 | 182 | 353,837 | $176 | 6 | |
| Convert Experiences convert.com | 3% | 79 | 50 | 22 | 20,882 | 1 | ||
| VWO vwo.com | 2% | 147 | 22,200 | 449 | 25,874 | 14 | 5 | |
| ABsmartly | 2% | |||||||
| Salesforce parent site Salesforce Marketing Cloud 2%, Salesforce Marketing Cloud Personalization 0% | 2% | 317 | 550,000 | 60,632 | ||||
| Omniconvert omniconvert.com | 2% | 4 | 4 |
Google's top ten for the two searches hold 17 sites; 3 of them are among the sites the models cited here (blog.croct.com, guideflow.com, optimizely.com). The first result for “best website experimentation and personalization platform” is gartner.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best website experimentation and personalization platform for an enterprise B2B company?”Paraphrase“Which A/B testing and personalization tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade experimentation and personalization platforms and how do they differ?”Budget-constrained“What is the best website experimentation and personalization 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 website experimentation and personalization platform. What should we look at?”Negative“Which experimentation and personalization platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Optimizely CMSagainst: MutinyOptimizely CMSHeldOptimizely CMSConvert Experiences, Omniconvertagainst: Optimizely CMSno first choiceagainst: Adobe Target, Dynamic Yield, Optimizely CMS, Salesforce Marketing Cloud Personalization
Five alternatives
Dynamic Yield, Intellimize, Kameleoon, Personyze, ProofThree alternatives
Adobe Target, Mutiny, VWOThree alternatives
Adobe Target, Dynamic Yield, Salesforce Marketing Cloud PersonalizationOne alternative
VWOGPT-5.4 miniAdobe TargetAdobe TargetHeldAdobe TargetOptimizely CMSno first choicenothing named
Three alternatives
Kameleoon, Optimizely CMS, VWOTwo alternatives
Optimizely CMS, VWOTwo alternatives
Optimizely CMS, StatsigOne alternative
AB TastyGemini 3.5 FlashKameleoon, Optimizely CMSOptimizely CMSChangedno first choiceStatsigagainst: Adobe Target, Optimizely CMS, VWOno first choiceagainst: AB Tasty, Adobe Target, Convert Experiences, Crazy Egg, Flagsmith, Google Optimize, Instapage, Optimizely Web Experimentation, Unbounce, Unleash, VWO
Four alternatives
Abmatic AI, Adobe Target, Userled, VWOFive alternatives
Adobe Target, Kameleoon, LaunchDarkly, Mutiny, StatsigSeven alternatives
Adobe Target, Amplitude Experiment, Dynamic Yield, Kameleoon, LaunchDarkly, Optimizely CMS, StatsigThree alternatives
Convert Experiences, GrowthBook, KameleoonPerplexity SonarOptimizely CMSagainst: 6sense, DemandbaseOptimizely CMSHeldagainst: MutinyOptimizely CMSVWOagainst: Adobe Targetno first choiceagainst: Adobe Target, Dynamic Yield, Optimizely CMS, Personizely, Personyze
Two alternatives
Adobe Target, MutinyThree alternatives
AB Tasty, Adobe Target, KameleoonEight alternatives
Adobe Target, Bloomreach, Dynamic Yield, Insider, Kameleoon, Salesforce Marketing Cloud Personalization, Statsig, VWOOne alternative
Optimizely CMSGrok 4.20Optimizely CMSagainst: Demandbase, MutinyAdobe TargetChangedagainst: Convert Experiences, Google Optimize, VWOOptimizely CMSOptimizely CMSagainst: Google Optimize, GrowthBook, PostHogOptimizely CMSagainst: Adobe Target, Google Optimize, Unbounceagainst: AB Tasty, Adobe Target, Optimizely CMS, VWO
Four alternatives
AB Tasty, Adobe Target, Amplitude Experiment, KameleoonFour alternatives
AB Tasty, Amplitude Experiment, Dynamic Yield, Optimizely CMSSix alternatives
Adobe Target, Bloomreach, Dynamic Yield, Monetate, Salesforce, StatsigThree alternatives
Adobe Target, Dynamic Yield, KameleoonFive alternatives
Convert Experiences, GrowthBook, Kameleoon, Statsig, VWOMistral SmallOptimizely CMSAdobe Target, HubSpot Content Hub, Optimizely CMSChangedAdobe Target, Optimizely CMSKameleoonagainst: AB Tasty, VWOno first choiceagainst: Algonomy, Mutiny
Four alternatives
Adobe Target, Kameleoon, Personyze, VWOThree alternatives
Mutiny, Salesforce Marketing Cloud Personalization, VWOFour alternatives
Bloomreach, Dynamic Yield, Insider, Salesforce Marketing Cloud PersonalizationTwo alternatives
Adobe Experience Manager (AEM) with Target and Real-Time CDP, Optimizely CMSDeepSeek V4 FlashOptimizely CMSagainst: MutinyOptimizely CMSHeldno first choiceagainst: LaunchDarklyKameleoonagainst: Adobe Target, Optimizely CMS, VWOOptimizely CMSagainst: Acquia Personalization, Adobe Target, Episerver, Google Optimize, Optimizely Web Experimentation, Sitecore
Three alternatives
Adobe Target, Dynamic Yield, VWOOne alternative
Adobe TargetNine alternatives
Adobe Target, Bloomreach, Dynamic Yield, Eppo, GrowthBook, Insider, Optimizely CMS, Salesforce Marketing Cloud Personalization, StatsigOne alternative
GrowthBookFive alternatives
Adobe Target, Dynamic Yield, Kameleoon, Statsig, VWOLlama 4 MaverickOptimizely CMSAdobe Target, Optimizely CMS, Salesforce Marketing CloudChangedno first choiceOptimizely CMSOptimizely CMSagainst: HubSpot Content Hub, Mutiny, Personyze
Three alternatives
Adobe Experience Manager, HubSpot Content Hub, SitecoreAIQwen 3.7 FlashOptimizely CMSOptimizely CMSHeldno first choiceKameleoonno first choiceagainst: Divi Builder, Dynamic Yield, Elementor, Flagship, Instapage, Leadpages, Optimizely CMS, Shoptimizer, TestFort, Unbounce
Three alternatives
Adobe Target, Dynamic Yield, MutinyFour alternatives
AB Tasty, Adobe Target, Dynamic Yield, HypertuneSix alternatives
Adobe Target, Bloomreach, Dynamic Yield, Monetate, Optimizely CMS, Salesforce Marketing Cloud PersonalizationTwo alternatives
Adobe Target, Optimizely CMSKimi K2Optimizely CMSOptimizely CMSHeldno first choiceagainst: MonetateKameleoonagainst: Optimizely CMS, VWOGrowthBook, Statsigagainst: Adobe Target, Google Optimize, Optimizely CMS
Three alternatives
Adobe Target, Mutiny, VWO TestingTwo alternatives
Adobe Target, VWOEight alternatives
Adobe Target, Dynamic Yield, Kameleoon, LaunchDarkly, Nosto, Optimizely CMS, Statsig, VWOOne alternative
Convert ExperiencesFour alternatives
Adobe Target, Amplitude Experiment, Optimizely CMS, VWOGLM 4.7 FlashXOptimizely CMSOptimizely CMSHeldOptimizely CMSGrowthBookno first choiceagainst: AB Tasty, Adobe Target, Dynamic Yield, HubSpot Content Hub, Insider, Monetate, Optimizely CMS, Personyze, VWO
Three alternatives
Adobe Target, Sitecore, VWOThree alternatives
AB Tasty, Adobe Target, Convert ExperiencesEight alternatives
AB Tasty, Adobe Target, Eppo, GrowthBook, Kameleoon, LaunchDarkly, Monetate, StatsigFive alternatives
AWS Personalize, Contentful, Convert Experiences, Optimizely CMS, VWOMiniMax M2.5Optimizely CMSAdobe Target, Optimizely CMSChangedDynamic Yield, Optimizely CMSGrowthBookagainst: AB Tasty, Optimizely CMS, PostHogno first choiceagainst: AB Tasty, Adobe Target, Optimizely CMS, VWO
Three alternatives
ABsmartly, Adobe Target, MutinyOne alternative
AB TastySix alternatives
Eppo, GrowthBook, Kameleoon, Monetate, Statsig, VWO (Visual Website Optimizer) - Now WingifyOne alternative
StatsigGPT-6 LunaOptimizely Web Experimentationagainst: AB Tasty, VWOOptimizely Web ExperimentationHeldno first choiceGrowthBookagainst: Optimizely CMS, VWOno first choiceagainst: AB Tasty, Adobe Target, Google Optimize, VWO
Two alternatives
Adobe Target, KameleoonTwo alternatives
Adobe Target, StatsigNine alternatives
AB Tasty, Adobe Target, Bloomreach, Dynamic Yield, LaunchDarkly, Optimizely CMS, Salesforce Marketing Cloud Personalization, Statsig, VWOFour alternatives
Adobe Target, Optimizely CMS, Statsig, VWOMuse Glimmer 30BOptimizely CMS, Optimizely Web ExperimentationAdobe Target, Optimizely Web ExperimentationChangedOptimizely CMSConvert Experiencesagainst: Adobe Target, Optimizely CMS, VWO, WingifyABsmartly, GrowthBooknothing named
Five alternatives
6sense, Adobe Target, Demandbase, Dynamic Yield, now Mastercard, MutinyFour alternatives
AB Tasty, Amplitude, Kameleoon, VWO TestingSeven alternatives
Adobe Target, Bloomreach, Dynamic Yield, Insider, Monetate, Mutiny, SalesforceTwo alternatives
CustomFit.ai, Varify.ioBold 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 12:12 | yes | 17 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:48 | 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 10:20 | yes | 7 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:21 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:42 | yes | 10 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:39 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:47 | yes | 23 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:26 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:49 | yes | 5 | 17 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:46 | yes | 12 | 42 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:20 | yes | 25 | 27 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:20 | yes | 5 | 45 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:07 | yes | 3 | 27 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:08 | yes | 14 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:11 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:19 | yes | 6 | 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 17:08 | no | 0 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 16:28 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:08 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:25 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:12 | yes | 22 | 39 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:04 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:53 | no | 0 | 32 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:43 | yes | 20 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:16 | yes | 13 | 18 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:53 | yes | 5 | 37 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:12 | yes | 3 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:00 | yes | 14 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:17 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:54 | yes | 5 | 7 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 13:06 | yes | 9 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:51 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:48 | yes | 5 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:56 | yes | 5 | 28 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:58 | yes | 25 | 55 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:18 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:18 | yes | 10 | 41 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:14 | yes | 20 | 58 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:27 | yes | 24 | 224 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:37 | yes | 25 | 63 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:22 | yes | 8 | 39 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:28 | yes | 24 | 42 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:36 | yes | 19 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:53 | 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 16:19 | yes | 7 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:47 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:05 | yes | 5 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:16 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:04 | yes | 25 | 32 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:23 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:47 | yes | 20 | 78 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:52 | yes | 25 | 53 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:21 | yes | 25 | 49 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:58 | yes | 9 | 61 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:47 | yes | 2 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:52 | yes | 14 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:20 | yes | 28 | 15 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:36 | 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 16:50 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 13:49 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:42 | yes | 10 | 20 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:17 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:29 | yes | 25 | 54 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:41 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:39 | yes | 5 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:26 | yes | 14 | 87 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:09 | yes | 22 | 80 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:24 | no | 0 | 19 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:06 | yes | 2 | 28 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:38 | yes | 15 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:02 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:21 | yes | 5 | 8 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 11:28 | no | 0 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 14:21 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:25 | yes | 19 | 18 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:06 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:25 | yes | 23 | 36 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:52 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:50 | no | 0 | 36 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:22 | yes | 25 | 35 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:30 | yes | 15 | 83 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:21 | yes | 25 | 87 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:35 | yes | 3 | 24 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:50 | yes | 22 | 41 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
Acquia read as Acquia Personalization
Adobe read as Adobe Target
Convert read as Convert Experiences
Convert.com read as Convert Experiences
HubSpot read as HubSpot Content Hub
Optimizely Web read as Optimizely Web Experimentation
Salesforce Interaction Studio read as Salesforce Marketing Cloud Personalization
Salesforce Personalization read as Salesforce Marketing Cloud Personalization
Unresolved, counted raw
AWS Personalize
Adobe Experience Manager (AEM) with Target and Real-Time CDP
Algolia Recommend
Divi Builder
Dynamic Yield, now Mastercard
Flagship
Hypertune (Formerly Split)
SAP
Salesforce
Shoptimizer
Symplify
Taplytics
TestFort
VWO (Visual Website Optimizer) - Now Wingify
Discontinued, still offered
No shut-down product was recommended here.