Content management systems for marketing sites
Asked as “marketing website CMS”, and as “CMS for a marketing site”, on behalf of a mid-market B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
45%
Clear leader
45HubSpot Content Hub37WordPress14Webflow CMS04others
45% of first choices, clear leader.
Since October 2026▲+3Since October 2026: 42% → 45%, +3 points. Inside the 11-point floor: within noise.HubSpot Content Hub held the lead, +3 points on 42%, 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.This pageEnterprise
Adobe Experience Manager29%Contested▲+7Since October 2026: 22% → 29%, +7 points. Inside the 11-point floor: within noise.Standing →
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.This pageEnterpriseAdobe Experience Manager29%Contested▲+7Since October 2026: 22% → 29%, +7 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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01HubSpot Content Hub45%14%65endorsed leader▲+3Since October 2026: 42% → 45%, +3 points. Inside the 11-point floor: within noise.42% → 45%
HubSpot Content Hub45%14%65endorsed leader▲+3Since October 2026: 42% → 45%, +3 points. Inside the 11-point floor: within noise.42% → 45%02WordPress37%21%76endorsed leader▲+8Since October 2026: 29% → 37%, +8 points. Inside the 11-point floor: within noise.29% → 37%
WordPress37%21%76endorsed leader▲+8Since October 2026: 29% → 37%, +8 points. Inside the 11-point floor: within noise.29% → 37%03
Webflow CMS14%5%65accepted challenger▼−7Since October 2026: 21% → 14%, −7 points. Inside the 11-point floor: within noise.21% → 14%
Webflow CMS14%5%65accepted challenger▼−7Since October 2026: 21% → 14%, −7 points. Inside the 11-point floor: within noise.21% → 14%04
Contentful2%9%45accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Contentful2%9%45accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the eleven products at 0%, ordered by negative rate
15Adobe Experience Manager0%78%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Adobe Experience Manager0%78%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13
Joomla0%73%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Joomla0%73%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%14
Sitecore Experience Platform0%57%23criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Sitecore Experience Platform0%57%23criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Squarespace0%50%24criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Squarespace0%50%24criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%11
Drupal0%47%32criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Drupal0%47%32criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Wix0%44%32criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Wix0%44%32criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Ghost0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Ghost0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Shopify0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Shopify0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
Framer0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Framer0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%05
Sanity0%7%28accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Sanity0%7%28accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
Storyblok0%0%19accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Storyblok0%0%19accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 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 head
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 →
010203040506070809101112131415Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01HubSpot Content Hub45%
HubSpot Content Hub45%02WordPress37%
WordPress37%03Webflow CMS14%
Webflow CMS14%04Contentful2%
Contentful2%05Sanity0%
Sanity0%06Storyblok0%
Storyblok0%07Framer0%
Framer0%08Ghost0%
Ghost0%09Shopify0%
Shopify0%10Wix0%
Wix0%11Drupal0%
Drupal0%12Squarespace0%
Squarespace0%13Joomla0%
Joomla0%14Sitecore Experience Platform0%
Sitecore Experience Platform0%15Adobe Experience Manager0%
Adobe Experience Manager0%What they warned about
Eight of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Qwen 3.7 Flash, Kimi K2 and GPT-6 Luna 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.
WordPress21%
16 of 76 labels negative · 14 of 14 models · 1 hard negative
“Avoid for most marketing teams: ... WordPress when you cannot resource ongoing security and performance hardening” Muse Glimmer 30B, negative prompt
Drupal47%
15 of 32 labels negative · 11 of 14 models · 4 hard negative
“Drupal 7 stopped receiving security and compatibility updates on January 5, 2025... Don't commission a new site on those versions” GPT-6 Luna, negative prompt
Wix44%
14 of 32 labels negative · 9 of 14 models · 5 hard negative
“avoid pure enterprise tools like Adobe Experience Manager (too costly/complex) or basic builders like Wix/Squarespace (lack B2B depth)” Grok 4.20, direct prompt
HubSpot Content Hub14%
9 of 65 labels negative · 9 of 14 models · 2 hard negative
“Widely regarded as clunky and frustrating for developers and content editors” MiniMax M2.5, 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
62 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. 663 links across 274 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 · HubSpot22 answers · 28 citations · 10 models
vendor site · Webflow20 answers · 24 citations · 9 models
16 answers · 19 citations · 10 models
14 answers · 18 citations · 8 models
14 answers · 14 citations · 8 models
vendor site · Hostinger13 answers · 15 citations · 8 models
12 answers · 17 citations · 9 models
vendor site · LinkedIn12 answers · 16 citations · 6 models
publisher (Gane)10 answers · 12 citations · 6 models
10 answers · 10 citations · 5 models
9 answers · 11 citations · 7 models
vendor site · Brightspot8 answers · 11 citations · 5 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.
18 answers · 9 models
14 answers · 8 models
12 answers · 8 models
11 answers · 8 models
10 answers · 6 models
10 answers · 8 models
9 answers · 5 models
8 answers · 8 models
7 answers · 5 models
6 answers · 4 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 |
|---|---|---|---|---|---|---|---|
| HubSpot parent site HubSpot Content Hub 45% | 45% | 318 | 368,000 | 9,776 | |||
| WordPress wordpress.com | 37% | 196 | 201,000 | 42,406 | 49,847,649 | $18 | 13 |
| Webflow CMS webflow.com | 14% | 130 | 714,656 | $690 | 59 | ||
| Contentful contentful.com | 2% | 130 | 12,100 | 128,668 | 99,730 | 75 | |
| self-hosted WordPress | 2% | ||||||
| Sanity sanity.io | 0% | 61 | 27,100 | 3,142 | 49,180 | 115 | |
| Storyblok storyblok.com | 0% | 46 | 4,400 | 57 | 17,055 | 7 | |
| Framer framer.com | 0% | 44 | 74,000 | 3,142 | 198,173 | $13 | 106 |
| Contentstack contentstack.com | 0% | 33 | 2,900 | 54 | 41,274 | 54 | |
| Strapi strapi.io | 0% | 15 | 4,400 | 205 | 29,418 | 5 |
Google's top ten for the two searches hold 16 sites; 2 of them are among the sites the models cited here (blog.hubspot.com, sellingsignals.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 a mid-market B2B company?”Paraphrase“Which CMS for a marketing site would you recommend to a mid-sized B2B company?”Comparative“What are the top content management systems for marketing websites and how do they differ?”Budget-constrained“What is the best marketing website CMS for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a marketing website CMS. What should we look at?”Negative“Which content management systems for marketing websites should I avoid or be cautious about?”
Claude Haiku 4.5HubSpot Content Hub, WordPressagainst: Salesforce Experience CloudHubSpot Content Hub, WordPressHeldagainst: Squarespace, WixWebflow CMSWordPressagainst: Drupalno first choiceagainst: Contentful, HubSpot Content Hub, Wix, WordPress
Two alternatives
Contentful, Webflow CMSTwo alternatives
Contentful, Webflow CMSThree alternatives
Contentful, Ghost, HubSpot Content HubFour alternatives
Ghost, Statamic, Webflow CMS, WixGPT-5.4 miniWebflow CMSContentfulChangedno first choiceWordPressagainst: Contentful, HubSpot Content Hub, Sanityno first choiceagainst: Adobe Experience Manager, Drupal, WordPress
Two alternatives
Contentful, Drupal CMSFour alternatives
Adobe Experience Manager, Sitecore Experience Platform, Webflow CMS, WordPressEight alternatives
Contentful, HubSpot Content Hub, Prismic, Sanity, Storyblok, Strapi, Webflow CMS, WordPressOne alternative
Webflow CMSGemini 3.5 FlashHubSpot Content HubWebflow CMSChangedagainst: Adobe Experience Manager, Sitecore Experience Platform, Squarespace, WixWordPressWordPressno first choiceagainst: Adobe Experience Manager, Drupalagainst: Adobe Commerce, Adobe Experience Manager, Contentful, Drupal, ExpressionEngine, Joomla!, Oracle CX, Salesforce Commerce Cloud, Sanity, Shopify, Sitecore Experience Platform, Squarespace, Strapi, Weebly, Wix, WordPress
Five alternatives
Contentful, Sanity, Storyblok, Webflow CMS, WordPressFour alternatives
HubSpot Content Hub, Sanity, Storyblok, WordPressFive alternatives
Contentful, Framer, HubSpot Content Hub, Sanity, Webflow CMSFour alternatives
Framer, Ghost, Squarespace, Webflow CMSEight alternatives
Contentful, HubSpot Content Hub, Sanity, Storyblok, WP Engine, WP VIP, Webflow CMS, WordPressPerplexity SonarHubSpot Content HubWordPressChangedHubSpot Content Hub, Webflow CMS, WordPressagainst: ShopifyWordPressagainst: HubSpot Content Hub, Webflow CMSno first choiceagainst: Adobe Experience Manager, Drupal, Framer, Sitecore Experience Platform, Webflow CMS, WordPress
Three alternatives
Storyblok, Webflow CMS, WordPressFive alternatives
Contentful, Contentstack, HubSpot Content Hub, Umbraco, Webflow CMSFour alternatives
Contentful, Drupal, Storyblok, WixTwo alternatives
Squarespace, WixGrok 4.20HubSpot Content Hubagainst: Adobe Experience Manager, Contentful, Contentstack, Drupal, Optimizely CMS, Sitecore Experience Platform, Squarespace, Umbraco, WixHubSpot Content HubHeldagainst: DrupalWordPressagainst: Ghost, ShopifyWordPressagainst: Craft CMS, Drupal, Magnolia CMSHubSpot Content Hubagainst: Adobe Experience Manager, Bloomreach, Ghost, Sitecore Experience Platformagainst: Adobe Experience Manager, Drupal, HubSpot Content Hub, Joomla, Sitecore Experience Platform, WordPress
Two alternatives
Webflow CMS, WordPressFour alternatives
Contentful, Storyblok, Webflow CMS, WordPressFour alternatives
Contentful, Drupal, HubSpot Content Hub, Webflow CMSThree alternatives
Ghost, HubSpot Content Hub, WixSix alternatives
Contentful, Drupal, Sanity, Storyblok, Webflow CMS, WordPressMistral SmallHubSpot Content HubHubSpot Content HubHeldagainst: Adobe Experience Manager, Squarespace, WixWordPressagainst: Ghost, Kentico Xperience, Sitecore Experience PlatformWordPressno first choiceagainst: Adobe Commerce, Adobe Experience Manager, HubSpot Content Hub, Salesforce CMS, Sitecore Experience Platform, WordPress
One alternative
WordPressTwo alternatives
Contentful, WordPressFour alternatives
Drupal, Shopify, Squarespace, WixTwo alternatives
HubSpot Content Hub, Webflow CMSDeepSeek V4 FlashHubSpot Content HubHubSpot Content HubHeldWordPressWordPressno first choiceagainst: Adobe Commerce, Adobe Experience Manager, Drupal, Ektron, Episerver, Joomla, SharePoint, Sitecore Experience Platform, WordPress
Two alternatives
Webflow CMS, WordPressTwo alternatives
Webflow CMS, WordPressFour alternatives
Contentful, Drupal, HubSpot Content Hub, Webflow CMSThree alternatives
Ghost CMS, HubSpot Content Hub, WixLlama 4 MaverickHubSpot Content HubHubSpot Content HubHeldHubSpot Content HubWordPressno first choiceagainst: Drupal, GoDaddy Website Builder, Squarespace, Wix, WordPress
Two alternatives
Webflow CMS, WordPressFour alternatives
Drupal, Joomla, Webflow CMS, WordPressThree alternatives
HubSpot Content Hub, Webflow CMS, WixQwen 3.7 FlashWebflow CMSagainst: Adobe Experience Manager, Episerver, Optimizely CMS, Sitecore Experience PlatformHubSpot Content HubChangedHubSpot Content HubWordPressWordPressagainst: Squarespace, Wixagainst: Adobe Experience Manager, Episerver, GoDaddy Site Builder, Joomla, Oracle Site Studio, Salesforce Commerce Cloud, Sitecore Experience Platform, Squarespace, Strikingly, Weebly, Wix, WordPress
Five alternatives
Contentful, HubSpot Content Hub, Sanity, Storyblok, WordPressThree alternatives
Contentful, Sanity, WordPressFive alternatives
Optimizely CMS, Shopify, Sitecore Experience Platform, Webflow CMS, WordPressThree alternatives
Squarespace, Webflow CMS, WixFive alternatives
Adobe Experience Manager Services, Contentful, HubSpot Content Hub, Sanity, StrapiKimi K2HubSpot Content HubWebflow CMSChangedagainst: Squarespace, WixHubSpot Content Hub, WordPressagainst: Sitecore Experience Platform, Squarespace, WixWordPressWebflow CMSagainst: WordPressagainst: Adobe Experience Manager, Drupal, HubSpot Content Hub, Joomla, Sitecore Experience Platform, Squarespace, Strapi, TYPO3, Wix, WordPress
Two alternatives
Webflow CMS, WordPressFive alternatives
Contentful, HubSpot Content Hub, Sanity, Strapi, WordPressThree alternatives
Contentful, Drupal, Webflow CMSTwo alternatives
HubSpot Content Hub, WixFour alternatives
Builder.io, Framer, HubSpot Content Hub, SanityGLM 4.7 FlashXHubSpot Content HubHubSpot Content HubHeldWordPressWordPressno first choiceagainst: Drupal, HubSpot Content Hub, Joomla, WordPress
Four alternatives
Contentful, Drupal, Webflow CMS, WordPressTwo alternatives
Webflow CMS, WordPressFive alternatives
Drupal, HubSpot Content Hub, Shopify, Squarespace, Webflow CMSThree alternatives
Ghost, Squarespace, WixSix alternatives
Contentful, Contentstack, HubSpot Content Hub, Optimizely CMS, Sitecore Experience Platform, StoryblokMiniMax M2.5HubSpot Content HubHubSpot Content HubHeldno first choiceWordPressno first choiceagainst: HubSpot Content Hub, Joomla, Wix, WordPress
Three alternatives
Storyblok, Webflow CMS, WordPressTwo alternatives
Webflow CMS, WordPressTwo alternatives
HubSpot Content Hub, WixGPT-6 LunaHubSpot Content Hub, Webflow CMSWebflow CMSChangedWordPressself-hosted WordPressno first choiceagainst: Drupal, Joomla, Webflow CMS, WordPress
Two alternatives
Contentful, WordPressThree alternatives
Contentful, HubSpot Content Hub, SanityFive alternatives
Contentful, Drupal, HubSpot Content Hub, Sanity, Webflow CMSTwo alternatives
Webflow CMS, WixMuse Glimmer 30BHubSpot Content HubHubSpot Content HubHeldWordPressWordPressno first choiceagainst: Drupal, HubSpot Content Hub, Joomla, Squarespace, Weebly, Wix, WordPress
Two alternatives
Webflow CMS, WordPressTwo alternatives
Webflow CMS, WordPressSeven alternatives
Contentful, HubSpot Content Hub, Sanity, Squarespace, Storyblok, Webflow CMS, WixThree alternatives
HubSpot Content Hub, Squarespace, WixBold 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 15:50 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:31 | yes | 3 | 4 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 16:51 | yes | 10 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 14:34 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:48 | yes | 5 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:29 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:36 | yes | 24 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:43 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:23 | yes | 20 | 54 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:12 | yes | 10 | 38 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:46 | yes | 14 | 49 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:41 | yes | 5 | 29 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:59 | yes | 4 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:57 | yes | 13 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:45 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:14 | no | 0 | 3 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 15:20 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:23 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:36 | yes | 5 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:04 | no | 0 | 9 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:21 | yes | 23 | 31 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:52 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:58 | no | 0 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:04 | no | 0 | 64 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:27 | yes | 24 | 56 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:20 | no | 0 | 17 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:18 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:36 | yes | 13 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:53 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:00 | yes | 4 | 9 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 11:36 | no | 0 | 17 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 13:53 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:29 | yes | 5 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:10 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:21 | yes | 20 | 49 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:16 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:01 | yes | 10 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:13 | yes | 15 | 63 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:19 | no | 0 | 20 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:50 | no | 0 | 10 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:27 | yes | 6 | 17 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:10 | yes | 13 | 32 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:11 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:04 | yes | 2 | 4 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 10:26 | no | 0 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 13:28 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:34 | yes | 5 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:42 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:12 | yes | 24 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:18 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:52 | no | 0 | 26 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:17 | yes | 10 | 39 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:48 | yes | 23 | 22 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:23 | yes | 5 | 21 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:16 | yes | 3 | 7 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:55 | yes | 20 | 25 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:35 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:37 | no | 0 | 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 16:32 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 13:28 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:46 | yes | 13 | 19 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:45 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:55 | yes | 24 | 39 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:17 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:17 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:21 | no | 0 | 64 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:49 | yes | 15 | 22 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:41 | no | 0 | 12 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:49 | yes | 2 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:15 | yes | 13 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:29 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:09 | yes | 4 | 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 10:33 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 16:10 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:08 | yes | 5 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:56 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:12 | yes | 24 | 37 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:41 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:05 | yes | 10 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:29 | yes | 24 | 49 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:48 | yes | 23 | 214 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:20 | yes | 10 | 29 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:26 | yes | 4 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:01 | yes | 15 | 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.
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Category-scoped readings
Acquia read as Acquia Drupal
HubSpot read as HubSpot Content Hub
Kentico read as Kentico Xperience
Magnolia read as Magnolia CMS
Sitecore read as Sitecore Experience Platform
Webflow read as Webflow CMS
Webflow (Enterprise) read as Webflow CMS
Webflow Enterprise read as Webflow CMS
Unresolved, counted raw
Adobe Experience Manager Services
Bricks Builder
Drupal CMS
Ektron
Ghost CMS
GoDaddy Site Builder
Ingeniux
Joomla!
Oracle Site Studio
Strikingly
VIP
WPEngine
Discontinued, still offered
No shut-down product was recommended here.