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. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
45%
Clear leader
45Optimizely CMS12Adobe Target12VWO31others
45% of first choices, clear leader.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
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 KameleoonVWO vs StatsigVWO vs GrowthBookVWO vs AB TastyConvert Experiences vs MidaConvert Experiences vs Optimizely CMSConvert Experiences vs KameleoonConvert Experiences vs StatsigConvert Experiences vs GrowthBookConvert Experiences vs AB TastyMida vs Optimizely CMSMida vs KameleoonMida vs StatsigMida vs GrowthBookMida vs AB TastyOptimizely CMS vs KameleoonOptimizely CMS vs StatsigOptimizely CMS vs GrowthBookOptimizely CMS vs AB TastyKameleoon vs StatsigKameleoon vs GrowthBookKameleoon vs AB TastyStatsig vs GrowthBookStatsig vs AB TastyGrowthBook vs AB Tasty
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 →
01
02
03
04
05
06
07
08
09
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Optimizely CMS45%
Optimizely CMS45%02VWO12%
VWO12%03Adobe Target12%
Adobe Target12%04GrowthBook8%
GrowthBook8%05Kameleoon6%
Kameleoon6%06Convert Experiences6%
Convert Experiences6%07Mutiny6%
Mutiny6%08Statsig2%
Statsig2%09Dynamic Yield0%
Dynamic Yield0%10AB Tasty0%
AB Tasty0%11LaunchDarkly0%
LaunchDarkly0%What they warned about
Five of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2 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.
Adobe Target31%
17 of 55 labels negative · 10 of 12 models · 4 hard negative
“Bundled ecosystem pricing; requires Adobe stack; $50K\u2013$500K+/year; complex usage calculations” Kimi K2, budget prompt
Optimizely CMS24%
15 of 62 labels negative · 9 of 12 models · 2 hard negative
“Platforms to Avoid for Predictable Costs | Optimizely | Quote-only pricing; ... impression-based billing causes overage spikes” Kimi K2, budget prompt
VWO21%
11 of 53 labels negative · 7 of 12 models · 2 hard negative
“VWO is the worst offender for predictability... not ideal for predictable enterprise budgeting” DeepSeek V4 Flash, budget prompt
Dynamic Yield22%
7 of 32 labels negative · 6 of 12 models · 3 hard negative
“Quote-only; ~$35K+/year entry; requires clean product data” Kimi K2, budget prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
22 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 330 links across 144 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.
vendor site · VWO14 answers · 19 citations · 4 models
vendor site · GrowthBook11 answers · 25 citations · 3 models
vendor site · Kameleoon10 answers · 14 citations · 3 models
vendor site · Gartner9 answers · 12 citations · 4 models
vendor site · Statsig8 answers · 22 citations · 3 models
vendor site · Guideflow8 answers · 12 citations · 3 models
vendor site · Optimizely7 answers · 12 citations · 4 models
vendor site · Personizely7 answers · 7 citations · 2 models
6 answers · 13 citations · 3 models
vendor site · Mida6 answers · 7 citations · 2 models
vendor site · Adobe4 answers · 4 citations · 1 model
vendor site · Growth Method4 answers · 4 citations · 2 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.
7 answers · 3 models
7 answers · 3 models
5 answers · 3 models
5 answers · 2 models
4 answers · 2 models
4 answers · 2 models
4 answers · 3 models
4 answers · 2 models
4 answers · 2 models
4 answers · 1 model
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 45%, Optimizely One 2% | 47% | 229 | 60,500 | 36,211 | 200,757 company | $2 | 120 | 3 |
| VWO vwo.com | 12% | 147 | 22,200 | 449 | 25,874 | 14 | 5 | |
| Adobe parent site Adobe Target 12% | 12% | 126 | 1,220,000 | 117,563 | ||||
| GrowthBook growthbook.io | 8% | 87 | 2,900 | 14 | 26,646 | 26 | ||
| Kameleoon kameleoon.com | 6% | 71 | 590 | 3 | 28,601 | 3 | ||
| Convert Experiences convert.com | 6% | 79 | 50 | 22 | 20,882 | 1 | ||
| Mutiny mutinyhq.com | 6% | 69 | 110,000 | 3,032 | 680 | 0 | ||
| Statsig statsig.com | 2% | 67 | 12,100 | 182 | 353,837 | $176 | 6 | |
| Dynamic Yield dynamicyield.com | 0% | 64 | 1,000 | 38 | 13,424 | 0 | ||
| AB Tasty abtasty.com | 0% | 74 | 1,000 | 27 | 23,529 | 3 |
Google's top ten for the two searches hold 17 sites; 5 of them are among the sites the models cited here (gartner.com, guideflow.com, mida.so, optimizely.com, vwo.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 4.5Mutiny, Optimizely CMSAdobe Target, Optimizely CMSChangedDynamic Yield, Optimizely CMSagainst: Adobe TargetOptimizely CMSno first choicenothing named
Two alternatives
Dynamic Yield, KameleoonTwo alternatives
LaunchDarkly, Salesforce Marketing Cloud PersonalizationTwo alternatives
LaunchDarkly, MonetateTwo alternatives
Adobe Target, Dynamic YieldGPT-5.4 miniAdobe Targetagainst: VWOAdobe TargetHeldagainst: VWOno first choiceAdobe Targetagainst: VWOno first choiceagainst: Adobe Target, LaunchDarkly, Optimizely CMS
One alternative
Optimizely CMSThree alternatives
Dynamic Yield, Optimizely CMS, StatsigSix alternatives
AB Tasty, Adobe Target, Dynamic Yield, Monetate, Optimizely CMS, StatsigOne alternative
Optimizely CMSGemini 3.5 FlashOptimizely CMSagainst: MutinyOptimizely OneChangedagainst: MutinyKameleoon, Optimizely CMSGrowthBook, Kameleoonagainst: Optimizely CMS, VWOno first choiceagainst: Adobe Target, Google Optimize, LaunchDarkly, Optimizely CMS, Oracle Infinity, Oracle Maxymiser
Three alternatives
Abmatic AI, Kameleoon, VWOThree alternatives
Adobe Target, Kameleoon, VWOFour alternatives
Adobe Target, Dynamic Yield, Statsig, VWOOne alternative
StatsigPerplexity SonarOptimizely CMSOptimizely CMSHeldAdobe Target, Optimizely CMSGrowthBookno first choiceagainst: AB Tasty, Google Optimize, LaunchDarkly, Split, VWO
Four alternatives
Adobe Target, Kameleoon, Mutiny, VWOTwo alternatives
Adobe Target, VWOEight alternatives
Dynamic Yield, Eppo, GrowthBook, Kameleoon, LaunchDarkly, Monetate, Statsig, VWOTwo alternatives
Optimizely CMS, VWOGrok 4.20Optimizely CMSagainst: MutinyOptimizely CMSHeldagainst: Dynamic Yieldno first choiceagainst: MutinyConvert Experiencesagainst: AB Tasty, Optimizely CMS, Varify.iono first choiceagainst: AB Tasty, Adobe Target, Attraqt, CleverTap, Crazy Egg, Crownpeak, Firebase A/B Testing, Mida, OptiMonk, Optimizely CMS, Personizely, Salesforce Marketing Cloud Personalization, SiteSpect, VWO
Four alternatives
AB Tasty, Adobe Target, Kameleoon, VWOTwo alternatives
Adobe Target, VWOTwo alternatives
GrowthBook, VWOFour alternatives
Convert Experiences, Kameleoon, Optimizely CMS, VWOMistral SmallOptimizely CMSOptimizely CMSHeldagainst: Google OptimizeOptimizely CMSGrowthBook, Statsigagainst: Optimizely CMSno first choiceagainst: Bloomreach, Insider, Monetate, Mutiny, Salesforce Marketing Cloud Personalization
Four alternatives
Adobe Target, Dynamic Yield, Kameleoon, MutinyTwo alternatives
Adobe Target, VWOEleven alternatives
AB Tasty, Adobe Target, Dynamic Yield, GrowthBook, Harness FME, Kameleoon, LaunchDarkly, PostHog, Split, Statsig, VWODeepSeek V4 FlashMutiny, Optimizely CMSagainst: VWOOptimizely CMSChangedOptimizely CMSKameleoonagainst: Adobe Target, Optimizely CMS, VWOKameleoon, Optimizely CMS, VWOagainst: Adobe Target, Convert Experiencesagainst: AB Tasty, Adobe Target, Dynamic Yield, Kameleoon, Optimizely CMS, Salesforce Marketing Cloud Personalization, Sitecore, VWO
One alternative
Adobe TargetThree alternatives
Adobe Target, Mutiny, VWONine alternatives
AB Tasty, Adobe Target, Dynamic Yield, Eppo, GrowthBook, Kameleoon, LaunchDarkly, Statsig, VWOTwo alternatives
AB Tasty, StatsigOne alternative
Dynamic YieldLlama 4 MaverickOptimizely CMSno first choiceChangedOptimizely CMSno first choiceno first choiceagainst: Adobe Target, Bloomreach, Dynamic Yield, Optimizely CMS, Salesforce Marketing Cloud Personalization
Four alternatives
Adobe Target, Dynamic Yield, Kameleoon, VWOQwen 3.7 FlashAdobe TargetOptimizely CMS, VWOChangedAdobe Target, Optimizely CMSConvert Experiences, VWOagainst: Adobe Target, Optimizely CMSVWOagainst: Adobe Targetagainst: Adobe Target, Dynamic Yield, Monetate, Optimizely CMS, Salesforce Marketing Cloud Personalization
Three alternatives
AB Tasty, Optimizely CMS, VWOTwo alternatives
AB Tasty, Adobe TargetThree alternatives
LaunchDarkly, Split, VWOThree alternatives
Kameleoon, LaunchDarkly, StatsigThree alternatives
AB Tasty, GrowthBook, PostHogKimi K2Mutiny, Optimizely CMSOptimizely CMSChangedagainst: Adobe TargetOptimizely CMSConvert Experiencesagainst: AB Tasty, Adobe Target, Dynamic Yield, LaunchDarkly, Optimizely CMSVWOagainst: AB Tasty, Adobe Target, Dynamic Yield, Google Optimize, Monetate, Optimizely CMS, SiteSpect, VWO
Three alternatives
Adobe Target, Intellimize, VWOOne alternative
VWOSeven alternatives
Adobe Target, Dynamic Yield, Eppo, GrowthBook, LaunchDarkly, Statsig, VWOThree alternatives
GrowthBook, Kameleoon, VWOThree alternatives
Adobe Target, Dynamic Yield, Optimizely CMSGLM 4.7 FlashXOptimizely CMSOptimizely CMSHeldOptimizely CMSGrowthBookagainst: Adobe Target, Bloomreach, Dynamic Yield, Optimizely CMSno first choiceagainst: Adobe Target, Optimizely CMS, VWO
Four alternatives
Adobe Target, Bloomreach, Dynamic Yield, Salesforce Marketing Cloud PersonalizationThree alternatives
AB Tasty, Adobe Target, KameleoonSeven alternatives
AB Tasty, Adobe Target, Convert Experiences, GrowthBook, Kameleoon, LaunchDarkly, StatsigThree alternatives
Convert Experiences, PostHog, StatsigMiniMax M2.5Optimizely CMSAdobe Target, Optimizely CMSChangedno first choiceOptimizely CMS, VWOagainst: AB Tasty, Adobe Target, Varify.iono first choicenothing named
Four alternatives
Adobe Target, Convert Experiences, Kameleoon, VWOThree alternatives
AB Tasty, Convert Experiences, VWOThree alternatives
Convert Experiences, GrowthBook, StatsigBold 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.
Seventy-two 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 | 2026-09-15 00:47 | yes | 5 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:34 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 05:07 | yes | 28 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 02:31 | yes | 19 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:58 | yes | 0 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:17 | yes | 0 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:47 | yes | 0 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:42 | yes | 0 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:20 | no | 0 | 33 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:15 | yes | 0 | 70 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:21 | yes | 0 | 87 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 22:55 | yes | 0 | 30 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:57 | no | 0 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:13 | yes | 5 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:30 | yes | 24 | 29 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 04:54 | yes | 19 | 16 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 23:21 | yes | 0 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:39 | no | 0 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:04 | yes | 0 | 53 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:20 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:23 | yes | 0 | 35 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:51 | yes | 0 | 43 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:55 | yes | 0 | 19 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:50 | yes | 0 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:48 | yes | 16 | 14 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:58 | yes | 3 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:04 | yes | 17 | 32 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 04:52 | yes | 20 | 11 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 00:04 | yes | 0 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:42 | yes | 0 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:48 | yes | 0 | 54 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:37 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:31 | no | 0 | 45 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:38 | yes | 0 | 49 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:35 | yes | 0 | 75 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 05:05 | yes | 0 | 13 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:55 | yes | 17 | 12 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:44 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:12 | yes | 20 | 30 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 02:31 | yes | 20 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 03:06 | yes | 0 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:11 | yes | 0 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:07 | yes | 0 | 55 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:02 | yes | 0 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:35 | yes | 0 | 58 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:03 | yes | 0 | 59 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:42 | yes | 0 | 62 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 05:05 | yes | 0 | 78 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:00 | yes | 23 | 17 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:57 | yes | 2 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:34 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 01:49 | yes | 20 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:12 | yes | 0 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:11 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 05:06 | yes | 0 | 53 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:30 | yes | 0 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:29 | no | 0 | 43 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:52 | yes | 0 | 100 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:13 | yes | 0 | 25 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:45 | yes | 0 | 12 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:19 | yes | 21 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:13 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:47 | yes | 21 | 34 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 04:18 | yes | 20 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:26 | yes | 0 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:15 | yes | 0 | 15 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:26 | yes | 0 | 77 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:32 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:13 | yes | 0 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:14 | yes | 0 | 49 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:17 | yes | 0 | 55 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:29 | yes | 0 | 24 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Adobe read as Adobe Target
Convert read as Convert Experiences
Convert.com read as Convert Experiences
Evergage (Salesforce) read as Salesforce Marketing Cloud Personalization
Evergage (now part of Salesforce Marketing Cloud) read as Salesforce Marketing Cloud Personalization
Salesforce Interaction Studio read as Salesforce Marketing Cloud Personalization
Salesforce Personalization read as Salesforce Marketing Cloud Personalization
Unresolved, counted raw
Oracle Infinity
SAP/Emarsys
Salesforce
Statsig Warehouse Native
Discontinued, still offered
No shut-down product was recommended here.