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. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
42%
Clear leader
42HubSpot Content Hub29WordPress21Webflow08others
42% of first choices, clear leader.
Since September 2026↗new leaderNew leader since September 2026: HubSpot Content Hub (44%) replaces WordPress (33% then, 31% now), 13 points clear, past the 11-point floor.HubSpot Content Hub leads at 44%, replacing WordPress, which led at 33% and stands at 31% now: 13 points clear, past the floor. The verdict moved from contested to 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.
Small business
WordPress38%Contested↗new leaderNew leader since September 2026: WordPress (38%) replaces Webflow (47% then, 23% now), 15 points clear, past the 11-point floor.Standing →Mid-market
HubSpot Content Hub42%Clear leader↗new leaderNew leader since September 2026: HubSpot Content Hub (44%) replaces WordPress (33% then, 31% now), 13 points clear, past the 11-point floor.This pageEnterprise
Adobe Experience Manager22%Contested↗new leaderNew leader since September 2026: Adobe Experience Manager (23%) replaces Contentful (37% then, 9% now), 14 points clear, past the 11-point floor.Standing →
WordPress38%Contested↗new leaderNew leader since September 2026: WordPress (38%) replaces Webflow (47% then, 23% now), 15 points clear, past the 11-point floor.Standing →Mid-marketHubSpot Content Hub42%Clear leader↗new leaderNew leader since September 2026: HubSpot Content Hub (44%) replaces WordPress (33% then, 31% now), 13 points clear, past the 11-point floor.This pageEnterpriseAdobe Experience Manager22%Contested↗new leaderNew leader since September 2026: Adobe Experience Manager (23%) replaces Contentful (37% then, 9% now), 14 points clear, past the 11-point floor.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 September 2026
01HubSpot Content Hub42%8%61endorsed leader▲+22Since September 2026: 22% → 44%, +22 points. Past the 11-point floor: movement. Read over the models both editions asked.22% → 44%
HubSpot Content Hub42%8%61endorsed leader▲+22Since September 2026: 22% → 44%, +22 points. Past the 11-point floor: movement. Read over the models both editions asked.22% → 44%02WordPress29%18%74accepted challenger▼−2Since September 2026: 33% → 31%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.33% → 31%
WordPress29%18%74accepted challenger▼−2Since September 2026: 33% → 31%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.33% → 31%03
Webflow21%7%55accepted challenger▼−5Since September 2026: 22% → 18%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.22% → 18%
Webflow21%7%55accepted challenger▼−5Since September 2026: 22% → 18%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.22% → 18%04
Storyblok2%0%20accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Storyblok2%0%20accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%05
Squarespace2%39%18criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Squarespace2%39%18criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%Show the seven products at 0%, ordered by negative rate
12Adobe Experience Manager0%70%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Adobe Experience Manager0%70%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%11
Drupal0%45%22criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Drupal0%45%22criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%08
Wix0%30%27criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Wix0%30%27criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%09
Shopify0%29%14criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Shopify0%29%14criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%10
Strapi0%27%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Strapi0%27%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%07
Sanity0%16%32accepted challenger▼−6Since September 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 0%
Sanity0%16%32accepted challenger▼−6Since September 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 0%06
Contentful0%14%44accepted challenger▼−10Since September 2026: 10% → 0%, −10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 0%
Contentful0%14%44accepted challenger▼−10Since September 2026: 10% → 0%, −10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to head
All ten head-to-head pages: the top five 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 →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01HubSpot Content Hub42%
HubSpot Content Hub42%02WordPress29%
WordPress29%03Webflow21%
Webflow21%04Storyblok2%
Storyblok2%05Squarespace2%
Squarespace2%06Contentful0%
Contentful0%07Sanity0%
Sanity0%08Wix0%
Wix0%09Shopify0%
Shopify0%10Strapi0%
Strapi0%11Drupal0%
Drupal0%12Adobe Experience Manager0%
Adobe Experience Manager0%What they warned about
Seven of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, DeepSeek V4 Flash, Llama 4 Maverick, Kimi K2 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.
WordPress18%
13 of 74 labels negative · 12 of 14 models
“WordPress can work well, but for marketing teams it often becomes risky when plugin sprawl, maintenance, security hardening, and content governance are not centrally managed.” GPT-5.4 mini, negative prompt
Drupal45%
10 of 22 labels negative · 10 of 14 models · 4 hard negative
“steep learning curve and higher operational overhead, making it a poor fit for most marketing teams without dedicated technical support” Mistral Small, negative prompt
Wix30%
8 of 27 labels negative · 8 of 14 models · 2 hard negative
“"Wix and Squarespace are genuinely good for simple sites but lock you in completely — migrating out costs $1,000–$5,000"...be cautious / avoid” Muse Glimmer 30B, negative prompt
Squarespace39%
7 of 18 labels negative · 7 of 14 models · 2 hard negative
“Avoid for Scaling: Rigid, Basic Site Builders *Examples: GoDaddy Website Builder, Squarespace, or Wix*” Gemini 3.5 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
75 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. 896 links across 341 sites, every framing counted. Ranked by the number of answers carrying the site or page. 5 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 · LinkedIn24 answers · 26 citations · 10 models
vendor site · HubSpot22 answers · 41 citations · 9 models
vendor site · Guideflow22 answers · 29 citations · 11 models
20 answers · 26 citations · 11 models
vendor site · Elementor20 answers · 20 citations · 10 models
18 answers · 18 citations · 10 models
16 answers · 16 citations · 9 models
15 answers · 23 citations · 9 models
15 answers · 15 citations · 8 models
vendor site · Webflow13 answers · 14 citations · 6 models
13 answers · 13 citations · 8 models
vendor site · HubSpot11 answers · 13 citations · 8 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.
20 answers · 10 models
17 answers · 10 models
16 answers · 10 models
16 answers · 9 models
15 answers · 8 models
15 answers · 9 models
13 answers · 7 models
12 answers · 8 models
12 answers · 8 models
12 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 |
|---|---|---|---|---|---|---|---|
| HubSpot parent site HubSpot Content Hub 42% | 42% | 278 | 368,000 | 9,776 | |||
| WordPress wordpress.com WordPress 29%, WordPress.com Personal 2% | 31% | 203 | 201,000 | 42,406 | 49,847,649 | $18 | 13 |
| Webflow webflow.com | 21% | 192 | 74,000 | 2,193 | 714,656 | $690 | 59 |
| Storyblok storyblok.com | 2% | 42 | 4,400 | 57 | 17,055 | 7 | |
| Prismic prismic.io | 2% | 22 | 22,200 | 48 | 76,784 | 2 | |
| Squarespace squarespace.com | 2% | 73 | 673,000 | 10,917 | 7,819,271 | $1,835 | 62 |
| Contentful contentful.com | 0% | 139 | 12,100 | 128,668 | 99,730 | 75 | |
| Sanity sanity.io | 0% | 75 | 27,100 | 3,142 | 49,180 | 115 | |
| Wix wix.com | 0% | 179 | 673,000 | 21,881 | 4,049,160 | $1,858 | 119 |
| Ghost ghost.org | 0% | 13 | 550,000 | 379,144 | 48,814 |
Google's top ten for the two searches hold 16 sites; 4 of them are among the sites the models cited here (blog.hubspot.com, hubspot.com, impactplus.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 Hubagainst: Optimizely CMS, Sitecore Experience PlatformWebflowChangedWordPressHubSpot Content Hub, WordPressno first choiceagainst: Drupal, WordPress
Two alternatives
Webflow, WordPressThree alternatives
HubSpot Content Hub, Storyblok, WordPressFour alternatives
Ghost, HubSpot Content Hub, Storyblok, Webflow CMSTwo alternatives
Joomla, WixGPT-5.4 miniWebflowWebflowHeldno first choiceWordPressagainst: HubSpot Content Hubno first choiceagainst: Contentful, Duda, HubSpot Content Hub, Squarespace, Webflow, WordPress
Two alternatives
Contentful, SanityThree alternatives
Contentful, Sanity, WordPressOne alternative
WebflowGemini 3.5 FlashHubSpot Content Hub, Webflowagainst: Divi, ElementorWebflowChangedagainst: Divi, Elementorno first choiceSquarespace, WordPressagainst: HubSpot Content Hub, Shopifyno first choiceagainst: Adobe Experience Manager, Sitecore Experience Platform, WordPressagainst: Adobe Commerce, Adobe Experience Manager, Contentful, Divi, Elementor, GoDaddy Website Builder, Sanity, Shopify, Sitecore Experience Platform, Squarespace, Strapi, Wix, self-hosted WordPress
Four alternatives
Sanity, Storyblok, WP Engine, WordPressFour alternatives
HubSpot Content Hub, Managed WordPress via WP Engine or WordPress VIP, Sanity, StoryblokFive alternatives
Framer, HubSpot Content Hub, Storyblok, Webflow, WordPressThree alternatives
Framer, Ghost, Hostinger Website BuilderEight alternatives
Contentful, Framer, HubSpot Content Hub, Sanity, Storyblok, WP Engine, Webflow, WordPressPerplexity SonarHubSpot Content HubWordPressChangedHubSpot Content Hub, WordPressWordPressagainst: HubSpot Content Hubno first choiceagainst: Squarespace, Strapi, WordPress
Four alternatives
Contentful, Sanity, Webflow, WordPressThree alternatives
Drupal, HubSpot Content Hub, WebflowSix alternatives
ButterCMS, Drupal, Prismic, Shopify, Webflow, WixGrok 4.1 FastHubSpot Content HubHubSpot Content HubHeldagainst: Contentful, SanityHubSpot Content HubWordPressHubSpot Content Hub, Webflowagainst: Adobe Experience Manager, WordPressagainst: Drupal, Joomla, Squarespace, Webflow, Wix, WordPress
Three alternatives
Kentico Xperience, Webflow, WordPressTwo alternatives
Webflow, WordPressThree alternatives
Contentful, Webflow, WordPressFour alternatives
HubSpot Content Hub, Squarespace, Weebly, WixOne alternative
ContentfulMistral SmallHubSpot Content HubHubSpot Content HubHeldAdobe Experience Manager, HubSpot Content HubWordPressno first choiceagainst: Contentful, Drupal, Payload, Sanity, WordPress
Three alternatives
Contentful, Sanity, WebflowThree alternatives
Contentful, Sanity, WebflowSix alternatives
Contentful, Kentico Xperience, Shopify, Webflow, Wix, WordPressThree alternatives
HubSpot Content Hub, Weebly, WixDeepSeek V4 FlashHubSpot Content HubWebflowChangedagainst: Contentful, Sanityno first choiceWordPressHubSpot Content Hubagainst: Adobe Experience Manager, Kentico Xperience, Sitecore Experience Platformagainst: Drupal, Joomla, Sitecore Experience Platform, WordPress
Three alternatives
Storyblok, Webflow, WordPressTwo alternatives
HubSpot Content Hub, WordPressFive alternatives
Contentful, HubSpot Content Hub, Sanity, Webflow, WordPressOne alternative
WixSeven alternatives
Contentful, Directus, Optimizely CMS, Sanity, Storyblok, Strapi, WordPressLlama 4 Maverickno first choiceWordPressChangedno first choiceWordPressno first choiceagainst: Adobe Commerce, Drupal, HubSpot Content Hub, Joomla
Three alternatives
HubSpot Content Hub, Webflow, WordPressTwo alternatives
Ghost, GoDaddy Website BuilderFive alternatives
Contentful, HubSpot Content Hub, Sanity, Storyblok, WebflowQwen 3.7 FlashHubSpot Content HubHubSpot Content HubHeldagainst: Adobe Experience ManagerWordPressWordPressHubSpot Content Hubagainst: Adobe Experience Manager, Drupal, Joomla, Oracle Digital Experience, Salesforce Experience Cloud, Sitecore Experience Platform, Squarespace, Weebly, Wix, WordPress
Four alternatives
Contentful, Drupal, Sanity, WordPressThree alternatives
Contentful, Webflow, WordPressFour alternatives
Contentful, HubSpot Content Hub, Sitecore Experience Platform, WebflowTwo alternatives
Ghost, WixTwo alternatives
Contentful, SanityKimi K2HubSpot Content Hub, WebflowHubSpot Content HubChangedWordPressWordPressPrismic, Storyblokagainst: 360PSG Fission CMS, Drupal, GoDaddy Website Builder, Kentico Xperience, Optimizely CMS, Sitecore Experience Platform, Umbraco, Weebly, Wix
One alternative
WordPressTwo alternatives
Webflow, WordPressFour alternatives
Contentful, Drupal, HubSpot Content Hub, WebflowTwo alternatives
HubSpot Content Hub, WebflowThree alternatives
Contentful, Sanity, StrapiGLM 4.7 FlashXHubSpot Content HubHubSpot Content HubHeldWordPressagainst: ShopifyWordPressno first choiceagainst: Contentful, Drupal, Sanity, Shopify, Strapi, Wix, WordPress
Four alternatives
Contentful, Optimizely CMS, Sanity, WebflowOne alternative
WordPressSeven alternatives
HubSpot Content Hub, Joomla!, Magnolia CMS, Optimizely CMS, Sitefinity, Webflow, WixFour alternatives
GoDaddy Website Builder, Pixpa, Squarespace, WixMiniMax M2.5HubSpot Content HubHubSpot Content HubHeldWordPressWordPressno first choiceagainst: Drupal, Joomla, Squarespace, Wix, WordPress
Four alternatives
Contentful, Sanity, Webflow, WordPressTwo alternatives
Contentful, WordPressFour alternatives
Contentful, Drupal, HubSpot Content Hub, WebflowThree alternatives
HubSpot Content Hub, Weebly, WixGPT-6 LunaWebflowWebflowHeldno first choiceWordPress.com Personalagainst: Webflowno first choiceagainst: Adobe Experience Manager, Drupal, Umbraco Uno, Webflow, Wix, WordPress
Two alternatives
HubSpot Content Hub, WordPressTwo alternatives
HubSpot Content Hub, WordPressFour alternatives
Drupal, HubSpot Content Hub, Webflow, WordPressTwo alternatives
Wix, self-hosted WordPressMuse Glimmer 30BHubSpot Content Hub, WebflowHubSpot Content HubChangedno first choiceWordPressno first choiceagainst: GoDaddy Website Builder, Squarespace, Weebly, Wix, WordPress
Three alternatives
Contentful, Sanity, WordPressOne alternative
WordPressThree 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 09:07 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:53 | yes | 3 | 9 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:26 | yes | 11 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:42 | yes | 32 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:16 | yes | 22 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:25 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 14:06 | yes | 21 | 46 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:34 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:20 | no | 0 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:54 | yes | 14 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:31 | yes | 15 | 91 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:58 | yes | 7 | 42 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:37 | yes | 3 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:42 | yes | 13 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:38 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:37 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:24 | yes | 13 | 32 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 07:58 | yes | 18 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:52 | yes | 13 | 4 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:48 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:16 | yes | 14 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:20 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:58 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:49 | yes | 10 | 39 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:28 | yes | 10 | 23 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:34 | yes | 5 | 12 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:19 | yes | 3 | 8 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:19 | yes | 15 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:49 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:38 | yes | 2 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:53 | yes | 10 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 07:50 | yes | 20 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:41 | yes | 20 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:45 | yes | 9 | 30 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:58 | yes | 24 | 38 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:38 | yes | 5 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 14:06 | yes | 9 | 48 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:58 | yes | 14 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:17 | yes | 15 | 53 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:15 | yes | 10 | 20 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:25 | yes | 5 | 17 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:38 | yes | 15 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:21 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:49 | yes | 3 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 14:05 | yes | 6 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 08:38 | yes | 19 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:48 | yes | 15 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:37 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:30 | yes | 19 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:40 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:37 | yes | 10 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:27 | yes | 10 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:40 | yes | 15 | 21 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:50 | yes | 5 | 9 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:22 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:18 | yes | 23 | 31 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:53 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:26 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 14:01 | yes | 5 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 09:02 | yes | 19 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 14:05 | yes | 14 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:20 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:50 | yes | 23 | 58 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:45 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:04 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:26 | yes | 10 | 20 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:18 | yes | 13 | 41 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:47 | no | 0 | 11 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:55 | yes | 3 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:56 | no | 0 | 2 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:48 | yes | 9 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:02 | yes | 7 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:56 | yes | 13 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:14 | yes | 22 | 6 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:19 | yes | 25 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:39 | yes | 9 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:25 | yes | 25 | 33 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:01 | yes | 5 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:21 | yes | 10 | 50 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:42 | yes | 25 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:22 | yes | 23 | 88 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 14:14 | yes | 14 | 25 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:25 | yes | 6 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:20 | yes | 23 | 35 s |
Noise floor in this category
Flips between the edition run and its calibration repeat. Six prompts per model is a small sample; the index-wide floor is the number to trust.
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Claude Haiku 4.5
3 of 4 flipped
GPT-5.4 mini
1 of 4 flipped
Gemini 3.5 Flash
4 of 4 flipped
Perplexity Sonar
2 of 4 flipped
Grok 4.1 Fast
3 of 6 flipped
Mistral Small
1 of 4 flipped
DeepSeek V4 Flash
4 of 5 flipped
Llama 4 Maverick
3 of 3 flipped
Qwen 3.7 Flash
4 of 6 flipped
Kimi K2
4 of 6 flipped
GLM 4.7 FlashX
0 of 4 flipped
MiniMax M2.5
4 of 5 flipped
GPT-6 Luna
1 of 3 flipped
Muse Glimmer 30B
1 of 4 flipped
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
Adobe AEM read as Adobe Experience Manager
HubSpot read as HubSpot Content Hub
Kentico read as Kentico Xperience
Magnolia read as Magnolia CMS
Sitecore read as Sitecore Experience Platform
Unresolved, counted raw
360PSG Fission CMS
ButterCMS
Forestry/Cosmic JS
HubSpot's CMS Hub
Joomla!
Managed WordPress via WP Engine or WordPress VIP
Pixpa
Umbraco Uno
Webflow CMS
WordPress.com Personal
Zesty.io
Discontinued, still offered
No shut-down product was recommended here.