Content management systems for marketing sites for enterprise buyers
Asked as “marketing website CMS”, and as “CMS for a marketing site”, on behalf of an enterprise B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
29%
Contested · dotCMS 14%
29Adobe Experience Manager14dotCMS12HubSpot Content Hub45others
29% of first choices, contested.
Since October 2026▲+7Since October 2026: 22% → 29%, +7 points. Inside the 11-point floor: within noise.Adobe Experience Manager held the lead, +7 points on 22%, 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
WordPress39%Contested▲+1Since October 2026: 38% → 39%, +1 point. Inside the 11-point floor: within noise.Standing →Mid-market
HubSpot Content Hub45%Clear leader▲+3Since October 2026: 42% → 45%, +3 points. Inside the 11-point floor: within noise.Standing →Enterprise
Adobe Experience Manager29%Contested▲+7Since October 2026: 22% → 29%, +7 points. Inside the 11-point floor: within noise.This page
WordPress39%Contested▲+1Since October 2026: 38% → 39%, +1 point. Inside the 11-point floor: within noise.Standing →Mid-marketHubSpot Content Hub45%Clear leader▲+3Since October 2026: 42% → 45%, +3 points. Inside the 11-point floor: within noise.Standing →EnterpriseAdobe Experience Manager29%Contested▲+7Since October 2026: 22% → 29%, +7 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
01Adobe Experience Manager29%37%68criticized challenger▲+7Since October 2026: 22% → 29%, +7 points. Inside the 11-point floor: within noise.22% → 29%
Adobe Experience Manager29%37%68criticized challenger▲+7Since October 2026: 22% → 29%, +7 points. Inside the 11-point floor: within noise.22% → 29%02
dotCMS14%0%11accepted challenger▲+12Since October 2026: 2% → 14%, +12 points. Past the 11-point floor: movement.2% → 14%
dotCMS14%0%11accepted challenger▲+12Since October 2026: 2% → 14%, +12 points. Past the 11-point floor: movement.2% → 14%03HubSpot Content Hub12%24%42accepted challenger▼−6Since October 2026: 18% → 12%, −6 points. Inside the 11-point floor: within noise.18% → 12%
HubSpot Content Hub12%24%42accepted challenger▼−6Since October 2026: 18% → 12%, −6 points. Inside the 11-point floor: within noise.18% → 12%04
Contentful10%20%66accepted challenger▲+2Since October 2026: 8% → 10%, +2 points. Inside the 11-point floor: within noise.8% → 10%
Contentful10%20%66accepted challenger▲+2Since October 2026: 8% → 10%, +2 points. Inside the 11-point floor: within noise.8% → 10%05
Webflow CMS8%30%33criticized challenger▲+4Since October 2026: 4% → 8%, +4 points. Inside the 11-point floor: within noise.4% → 8%
Webflow CMS8%30%33criticized challenger▲+4Since October 2026: 4% → 8%, +4 points. Inside the 11-point floor: within noise.4% → 8%06
Sitecore Experience Platform6%27%56criticized challenger▼−4Since October 2026: 10% → 6%, −4 points. Inside the 11-point floor: within noise.10% → 6%
Sitecore Experience Platform6%27%56criticized challenger▼−4Since October 2026: 10% → 6%, −4 points. Inside the 11-point floor: within noise.10% → 6%07WordPress4%28%53criticized challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 11-point floor: within noise.8% → 4%
WordPress4%28%53criticized challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 11-point floor: within noise.8% → 4%08
Drupal2%22%32accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Drupal2%22%32accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%09
Sanity2%19%31accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Sanity2%19%31accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%10
Storyblok2%15%20accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Storyblok2%15%20accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%11
Optimizely CMS2%28%18criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Optimizely CMS2%28%18criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%Show the three products at 0%, ordered by negative rate
14
Squarespace0%91%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Squarespace0%91%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13
Contentstack0%35%20criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Contentstack0%35%20criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%12
Acquia Drupal0%0%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Acquia Drupal0%0%15accepted 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 six head-to-head pages: the top four products, each against each
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 →
0102030405060708091011121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Adobe Experience Manager29%
Adobe Experience Manager29%02dotCMS14%
dotCMS14%03HubSpot Content Hub12%
HubSpot Content Hub12%04Contentful10%
Contentful10%05Webflow CMS8%
Webflow CMS8%06Sitecore Experience Platform6%
Sitecore Experience Platform6%07WordPress4%
WordPress4%08Drupal2%
Drupal2%09Sanity2%
Sanity2%10Storyblok2%
Storyblok2%11Optimizely CMS2%
Optimizely CMS2%12Acquia Drupal0%
Acquia Drupal0%13Contentstack0%
Contentstack0%14Squarespace0%
Squarespace0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, 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.
Adobe Experience Manager37%
25 of 68 labels negative · 12 of 14 models · 9 hard negative
“Platforms to Avoid for Predictable Costs ... No published pricing; costs scale unpredictably” Kimi K2, budget prompt
Contentful20%
13 of 66 labels negative · 11 of 14 models · 5 hard negative
“Platforms to Avoid for Cost Predictability Be cautious with SaaS headless platforms like Contentful” Claude Haiku 4.5, budget prompt
WordPress28%
15 of 53 labels negative · 11 of 14 models · 5 hard negative
“Avoid for This Scale - WordPress/Drupal: Lacks native enterprise governance/security without heavy plugins.” Muse Glimmer 30B, negative prompt
Sitecore Experience Platform27%
15 of 56 labels negative · 10 of 14 models · 6 hard negative
“Legacy CMS platforms like Sitecore 8 come with mounting risks: unpatched security gaps, poor mobile and SEO performance” Claude Haiku 4.5, 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
69 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. 861 links across 270 sites, every framing counted. Ranked by the number of answers carrying the site or page. 38 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 · Webflow28 answers · 36 citations · 11 models
vendor site · Brightspot20 answers · 29 citations · 9 models
vendor site · WP VIP20 answers · 29 citations · 10 models
vendor site · dotCMS19 answers · 40 citations · 10 models
vendor site · HubSpot18 answers · 22 citations · 9 models
publisher (Gane)16 answers · 18 citations · 8 models
14 answers · 14 citations · 10 models
vendor site · SMARTe14 answers · 14 citations · 9 models
13 answers · 19 citations · 9 models
12 answers · 16 citations · 7 models
12 answers · 13 citations · 7 models
12 answers · 12 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.
21 answers · 10 models
15 answers · 7 models
14 answers · 8 models
14 answers · 9 models
12 answers · 7 models
11 answers · 6 models
11 answers · 6 models
11 answers · 7 models
10 answers · 9 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 marketing website cms”, “marketing website cms”. 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 |
|---|---|---|---|---|---|---|---|
| Adobe parent site Adobe Experience Manager 29% | 29% | 130 | 1,220,000 | 117,563 | |||
| dotCMS dotcms.com | 14% | 16 | |||||
| HubSpot parent site HubSpot Content Hub 12% | 12% | 318 | 368,000 | 9,776 | |||
| Contentful contentful.com | 10% | 130 | 12,100 | 128,668 | 99,730 | 75 | |
| Webflow CMS webflow.com | 8% | 130 | 714,656 | $690 | 59 | ||
| Sitecore Experience Platform sitecore.com | 6% | 71 | 50 | 4 | 32,655 | $109 | 31 |
| WordPress wordpress.com | 4% | 196 | 201,000 | 42,406 | 49,847,649 | $18 | 13 |
| Drupal drupal.org | 2% | 78 | 12,100 | 2,416 | 2,214,390 | 0 | |
| Sanity sanity.io | 2% | 61 | 27,100 | 3,142 | 49,180 | 115 | |
| Storyblok storyblok.com | 2% | 46 | 4,400 | 57 | 17,055 | 7 |
Google's top ten for the two searches hold 16 sites; 1 of them are among the sites the models cited here (blog.hubspot.com). The first result for “best marketing website cms” is lilbigthings.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 marketing website CMS for an enterprise B2B company?”Paraphrase“Which CMS for a marketing site would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade content management systems for marketing websites and how do they differ?”Budget-constrained“What is the best marketing website CMS 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 marketing website CMS. What should we look at?”Negative“Which content management systems for marketing websites should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5HubSpot Content HubAdobe Experience Manager, Sitecore Experience PlatformChangedagainst: HubSpot Content Hubno first choicedotCMSagainst: Adobe Experience Manager, Contentful, Storyblokno first choiceagainst: Adobe Experience Manager, HubSpot Content Hub, Prismic, Sanity CMS, Sitecore Experience Platform, Umbraco, WordPress
Three alternatives
Adobe Experience Manager, Sitecore Experience Platform, WordPress with Enterprise PluginsTwo alternatives
Contentful, DrupalFive alternatives
Adobe Experience Manager, Box, HubSpot Content Hub, Sanity, Sitecore Experience PlatformTwo alternatives
Elcom, WordPressGPT-5.4 miniAdobe Experience ManagerAdobe Experience ManagerHeldAdobe Experience Manager, Sitecore Experience PlatformStoryblokagainst: Contentstack, Sanityno first choicenothing named
Two alternatives
Contentful, Sitecore Experience PlatformTwo alternatives
Contentful, Sitecore Experience PlatformFour alternatives
Contentful, Magnolia CMS, Sanity, UmbracoOne alternative
ContentfulGemini 3.5 FlashWebflow CMSagainst: Adobe Experience ManagerContentfulChangedagainst: Adobe Experience Manager, Sitecore Experience Platformno first choiceWordPressagainst: Adobe Experience Manager, Contentful, Contentstack, SanityWebflow CMSagainst: Adobe Experience Manager, Optimizely CMSagainst: Adobe Commerce, Drupal, Joomla, Shopify, Squarespace, Webflow CMS, Weebly, Wix, WordPress
Three alternatives
Contentful, HubSpot Content Hub, WordPressFour alternatives
Acquia Drupal, HubSpot Content Hub, Storyblok, Webflow CMSEight alternatives
Acquia Drupal, Adobe Experience Manager, Contentful, Optimizely CMS, Sanity, Sitecore Experience Platform, Webflow CMS, WordPressSix alternatives
Acquia Drupal, Drupal, Optimizely CMS, Payload CMS, Strapi, WP EngineFive alternatives
Contentful, Engineered WP, Sanity, Storyblok, WordPressPerplexity SonarWebflow CMSagainst: Adobe Experience Manager, Sitecore Experience PlatformContentfulChangedagainst: Adobe Experience Managerno first choiceWordPressagainst: Contentful, Contentstack, Drupal on managed hostingno first choiceagainst: Adobe Experience Manager, Directus, Drupal, HubSpot Content Hub, Shopify, Sitecore Experience Platform, Squarespace, Strapi, Webflow CMS, Wix, WordPress
Two alternatives
Contentful, HubSpot Content HubThree alternatives
HubSpot Content Hub, Webflow CMS, WordPressTen alternatives
Acquia Drupal, Adobe Experience Manager, Contentful, Contentstack, Drupal, HubSpot Content Hub, Optimizely CMS, Sitecore Experience Platform, Webflow CMS, WordPressTwo alternatives
HubSpot Content Hub, Webflow CMSGrok 4.20HubSpot Content Hubagainst: Adobe Experience Manager, WordPressAdobe Experience ManagerChangedagainst: WordPressAdobe Experience Manager, Sitecore Experience PlatformdotCMSagainst: Contentful, HubSpot Content Hub, Sanity, Storyblok, WordPressContentful, Sanityagainst: HubSpot Content Hub, Squarespace, Webflow CMS, WordPressagainst: Blogger, Joomla, Salesforce Experience Cloud, Squarespace, Standard WordPress, TYPO3, Webflow CMS
Three alternatives
Drupal, Sitecore Experience Platform, Webflow CMSThree alternatives
Acquia Drupal, HubSpot Content Hub, Sitecore Experience PlatformFive alternatives
Brightspot, Contentful, Drupal, HubSpot Content Hub, WordPressFour alternatives
Adobe Experience Manager, Drupal, Optimizely CMS, Sitecore Experience PlatformFive alternatives
Adobe Experience Manager, Drupal, Sitecore Experience Platform, Storyblok, WordPressMistral SmallAdobe Experience ManagerAdobe Experience Manager, Sitecore Experience ManagerChangedno first choiceAdobe Experience Manager, Brightspotno first choiceagainst: Adobe Commerce, Adobe Experience Manager, HubSpot Content Hub, Joomla, Salesforce CMS, WordPress
Three alternatives
HubSpot Content Hub, Sitecore Experience Platform, WordPressThree alternatives
Contentful, Drupal, WordPressOne alternative
Webflow CMSDeepSeek V4 FlashHubSpot Content Hubagainst: Webflow CMSAdobe Experience ManagerChangedagainst: HubSpot Content HubWordPressagainst: Adobe Experience ManagerdotCMSagainst: Adobe Experience Manager, Contentful, Contentstack, Optimizely CMS, Sanity, Sitecore Experience Platformno first choiceagainst: Adobe Commerce, Contentful, Drupal, Joomla, Squarespace, TYPO3, Wix, WordPress
Four alternatives
Adobe Experience Manager, Contentful, Contentstack, SanityTwo alternatives
Contentful, WordPressFour alternatives
Contentful, Drupal, HubSpot Content Hub, Sitecore Experience PlatformOne alternative
WordPressTen alternatives
Acquia Drupal, Adobe Experience Manager, Brightspot, Contentful, Contentstack, Optimizely CMS, Sanity, Sitecore Experience Platform, WordPress, dotCMSLlama 4 MaverickAdobe Experience ManagerContentfulChangedno first choiceHubSpot Content Hubagainst: Contentfulno first choiceagainst: Squarespace, Wix
Four alternatives
HubSpot Content Hub, Sitecore Experience Platform, UnfoldCMS, Webflow CMSTwo alternatives
Adobe Experience Manager, WordPressOne alternative
dotCMSQwen 3.7 FlashHubSpot Content HubAdobe Experience ManagerChangedAdobe Experience ManagerdotCMSagainst: Adobe Experience Manager, Contentful, HubSpot Content Hub, Webflow CMSno first choiceagainst: WordPressagainst: Adobe Experience Manager, Blogger, Ghost, HubSpot Free-tier, Sitecore Experience Platform, WordPress
Three alternatives
Adobe Experience Manager, Contentful, Webflow CMSTwo alternatives
Contentful, Sitecore Experience PlatformThree alternatives
Contentful, HubSpot Content Hub, Sitecore Experience PlatformOne alternative
DrupalKimi K2HubSpot Content Hubagainst: Adobe Experience Manager, Sitecore Experience PlatformAdobe Experience ManagerChangedno first choicedotCMSagainst: Adobe Experience Manager, Contentful, Contentstack, Sanity, Sitecore Experience Platformno first choiceagainst: Adobe Commerce, Adobe Experience Manager, Drupal, HubSpot Content Hub, Joomla, Kentico Xperience, Sitecore Experience Platform, Squarespace, Standard WordPress, TYPO3, Umbraco, Wix
Three alternatives
Contentful, Sanity, StrapiOne alternative
Sitecore Experience PlatformNine alternatives
Acquia Drupal, Adobe Experience Manager, Brightspot, Contentful, Contentstack, Magnolia CMS, Sitecore Experience Platform, Webflow CMS, WordPressThree alternatives
ButterCMS, Drupal, StoryblokGLM 4.7 FlashXAdobe Experience ManagerAdobe Experience ManagerHeldno first choiceCore DNAagainst: Adobe Experience Manager, Contentful, Optimizely CMS, Sanity, Sitecore Experience Platform, Storyblokno first choiceagainst: Adobe Experience Manager, Bubble, Contentful, Contentstack, Ghost, GoDaddy, HubSpot Content Hub, Joomla, Medium, Optimizely CMS, Shopify, Sitecore Experience Platform, Squarespace, Umbraco, Web.com, Webflow CMS, Weebly, Wix, WordPress, Yola
Eight alternatives
Contentful, Contentstack, Drupal, HubSpot Content Hub, Optimizely CMS, Sitecore Experience Platform, Storyblok, WordPressThree alternatives
Acquia Drupal, Contentful, Sitecore Experience PlatformNine alternatives
Adobe Experience Manager, Brightspot, Contentful, Drupal, HubSpot Content Hub, Hygraph, Sitecore Experience Platform, Webflow CMS, WordPressOne alternative
dotCMSMiniMax M2.5Adobe Experience Manager, Sitecore Experience Platformagainst: Webflow CMSContentful, Sitecore Experience PlatformChangedagainst: Adobe Experience Managerno first choiceagainst: Webflow CMSdotCMSagainst: Contentful, Contentstack, Sitecore Experience Platformno first choiceagainst: Adobe Experience Manager, Contently, Optimizely CMS, Shopify, Squarespace, Wix, WordPress
Five alternatives
Contentful, Drupal, HubSpot Content Hub, Sanity, WordPressTwo alternatives
HubSpot Content Hub, SanitySix alternatives
Adobe Experience Manager, Contentful, Contentstack, Drupal, HubSpot Content Hub, Sitecore Experience PlatformThree alternatives
Adobe Experience Manager, Craft CMS, Kentico XperienceGPT-6 LunaWebflow CMSOptimizely CMSChangedno first choiceDrupalagainst: Contentfulno first choiceagainst: Adobe Experience Manager, Drupal, Joomla, Sitecore Experience Platform, Webflow CMS, WordPress
Four alternatives
Adobe Experience Manager, Contentful, HubSpot Content Hub, WordPressTwo alternatives
Adobe Experience Manager, ContentfulEight alternatives
Acquia Drupal, Adobe Experience Manager, Contentful, Contentstack, Optimizely CMS, SitecoreAI, Storyblok, WordPressOne alternative
Agility CMSMuse Glimmer 30BAdobe Experience Manager – AEMAdobe Experience ManagerChangedAdobe Experience ManagerAgility CMS, dotCMSno first choiceagainst: Adobe Experience Manager, Drupal, Sitecore Experience Platform, Squarespace, Wix, WordPress
Six alternatives
Contentful, Drupal, HubSpot Content Hub, Sitecore Experience Platform, Storyblok, Webflow CMSTwo alternatives
HubSpot Content Hub, Sitecore Experience PlatformSix alternatives
Acquia Drupal, Contentful, Contentstack, Drupal, Sitecore Experience Platform, Webflow CMSBold 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 12:04 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:33 | yes | 3 | 7 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 16:10 | no | 0 | 15 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:32 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:04 | yes | 5 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:07 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:01 | yes | 23 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:29 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:15 | yes | 5 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:04 | yes | 15 | 45 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:57 | yes | 15 | 81 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:28 | yes | 5 | 133 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:21 | yes | 5 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:50 | yes | 14 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:05 | no | 0 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:05 | yes | 4 | 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 10:46 | no | 0 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 16:51 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:57 | yes | 5 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:16 | no | 0 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:43 | yes | 25 | 34 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:17 | yes | 8 | 4 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:28 | no | 0 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:01 | yes | 10 | 16 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:11 | yes | 25 | 68 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:03 | no | 0 | 17 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:21 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:41 | yes | 14 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:26 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:40 | yes | 6 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:03 | no | 0 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:51 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:15 | yes | 14 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:56 | yes | 5 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:25 | yes | 25 | 34 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:32 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:58 | yes | 10 | 71 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:07 | yes | 20 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:06 | yes | 23 | 88 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:02 | yes | 15 | 45 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:15 | yes | 9 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:11 | yes | 15 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:03 | yes | 20 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:50 | yes | 5 | 6 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 11:09 | no | 0 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 13:31 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:33 | yes | 12 | 13 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:50 | yes | 5 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:43 | yes | 23 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:58 | yes | 5 | 4 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:42 | yes | 24 | 64 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:53 | yes | 24 | 41 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:54 | yes | 25 | 103 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:35 | yes | 12 | 85 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:26 | yes | 3 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:14 | yes | 20 | 27 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:08 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:57 | yes | 7 | 8 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 13:58 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:10 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:40 | yes | 5 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:15 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:27 | yes | 24 | 45 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:30 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:20 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:50 | yes | 25 | 39 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:11 | yes | 14 | 62 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:58 | no | 0 | 17 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:01 | yes | 5 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:50 | yes | 15 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:33 | yes | 17 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:08 | no | 0 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:54 | yes | 6 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:48 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:02 | yes | 14 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:25 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:34 | yes | 24 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:41 | yes | 10 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:05 | yes | 23 | 56 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:52 | yes | 21 | 42 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:37 | yes | 24 | 44 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:06 | yes | 10 | 36 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:37 | yes | 5 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:33 | yes | 14 | 20 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 Drupal
Acquia (Drupal) read as Acquia Drupal
Acquia (Enterprise Drupal) read as Acquia Drupal
Adobe read as Adobe Experience Manager
Adobe AEM read as Adobe Experience Manager
Adobe Experience Manager (AEM) Sites read as Adobe Experience Manager
Adobe Experience Manager, AEM read as Adobe Experience Manager
HubSpot read as HubSpot Content Hub
Magnolia read as Magnolia CMS
Sitecore read as Sitecore Experience Platform
Sitecore (XM Cloud / XP) read as Sitecore Experience Platform
Sitecore (XM Cloud) read as Sitecore Experience Platform
Sitecore (now Sitecore XM Cloud) read as Sitecore Experience Platform
Sitecore XM Cloud read as Sitecore Experience Platform
Webflow read as Webflow CMS
Webflow (Enterprise plan) read as Webflow CMS
Webflow (Enterprise) read as Webflow CMS
Webflow Enterprise read as Webflow CMS
Unresolved, counted raw
Adobe Experience Manager Cloud Service
Adobe Experience Manager – AEM
Core DNA
Drupal on managed hosting
Engineered WP (WP Engine Flywheel Enterprise)
HubSpot Free-tier
Hyland OnBase
Optimizely SaaS
Sanity CMS
Sitecore Experience Manager
Sitecore OrderCloud/XM Cloud
WordPress with Enterprise Plugins
Yola
Discontinued, still offered
No shut-down product was recommended here.