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, twelve models each.
Standing · first-choice share
33%
Contested · HubSpot Content Hub 22%
33WordPress22HubSpot Content Hub22Webflow CMS22others
44% of first choices at a 7% negative rate. This is the category with the longest criticized tail: seven products draw a quarter or more negative labels.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the seven products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All fifteen head-to-head pages: the top six 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 →
01
02
03
04
05
06
07
08
09
10
11
12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01WordPress33%
WordPress33%02Webflow CMS22%
Webflow CMS22%03HubSpot Content Hub22%
HubSpot Content Hub22%04Contentful10%
Contentful10%05Sanity6%
Sanity6%06Wix2%
Wix2%07Strapi0%
Strapi0%08Shopify0%
Shopify0%09Squarespace0%
Squarespace0%10Sitecore Experience Platform0%
Sitecore Experience Platform0%11Drupal0%
Drupal0%12Adobe Experience Manager0%
Adobe Experience Manager0%13Joomla0%
Joomla0%What they warned about
Seven of twelve models held their first choice under the paraphrase. GPT-5.4 mini, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Drupal56%
14 of 25 labels negative · 10 of 12 models · 3 hard negative
“Overly Complex Legacy Platforms (Drupal, Joomla, Umbraco) The Verdict: Approach with High Caution (or Avoid).” Gemini 3.5 Flash, negative prompt
WordPress24%
16 of 68 labels negative · 10 of 12 models · 1 hard negative
“1. WordPress (Most Risky) Why to avoid:” Mistral Small, negative prompt
Wix41%
12 of 29 labels negative · 9 of 12 models · 7 hard negative
“Systems to be cautious of: Wix, Weebly, GoDaddy Builder, Jimdo... serious marketing teams generally avoid them for scalable growth.” Qwen 3.7 Flash, negative prompt
Adobe Experience Manager65%
13 of 20 labels negative · 9 of 12 models · 3 hard negative
“AEM unless you have enterprise budget and dedicated team ... Highest TCO in the market” Kimi K2, negative prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
16 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 236 links across 138 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.
vendor site · Reddit8 answers · 9 citations · 2 models
vendor site · CoreMedia6 answers · 6 citations · 3 models
6 answers · 6 citations · 3 models
vendor site · Guideflow5 answers · 6 citations · 3 models
vendor site · LinkedIn5 answers · 6 citations · 1 model
5 answers · 5 citations · 3 models
vendor site · YouTube4 answers · 12 citations · 1 model
4 answers · 6 citations · 2 models
4 answers · 4 citations · 2 models
vendor site · UnfoldCMS4 answers · 4 citations · 2 models
vendor site · Contentful3 answers · 4 citations · 3 models
3 answers · 3 citations · 1 model
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.
6 answers · 3 models
6 answers · 3 models
5 answers · 3 models
4 answers · 2 models
4 answers · 3 models
3 answers · 2 models
3 answers · 1 model
3 answers · 1 model
3 answers · 2 models
2 answers · 1 model
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best 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 |
|---|---|---|---|---|---|---|---|
| WordPress wordpress.com | 33% | 196 | 201,000 | 42,406 | 49,847,649 | $18 | 13 |
| Webflow CMS webflow.com | 22% | 130 | 714,656 | $690 | 59 | ||
| HubSpot parent site HubSpot Content Hub 22% | 22% | 318 | 368,000 | 9,776 | |||
| Contentful contentful.com | 10% | 130 | 12,100 | 128,668 | 99,730 | 75 | |
| Sanity sanity.io | 6% | 61 | 27,100 | 3,142 | 49,180 | 115 | |
| Storyblok storyblok.com | 2% | 46 | 4,400 | 57 | 17,055 | 7 | |
| Wix wix.com | 2% | 185 | 673,000 | 21,881 | 4,049,160 | $1,858 | 119 |
| Weebly weebly.com | 2% | 13 | 90,500 | 1,483 | 23,858,692 | $23 | 9 |
| Strapi strapi.io | 0% | 15 | 4,400 | 205 | 29,418 | 5 | |
| Shopify shopify.com | 0% | 299 | 1,000,000 | 38,067 | 3,486,997 | $3,351 | 110 |
Google's top ten for the two searches hold 16 sites; 3 of them are among the sites the models cited here (coremedia.com, reddit.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, WordPressHubSpot Content Hub, WordPressHeldagainst: Adobe Experience Manager, Adobe Marketo EngageWordPressWeeblyno first choiceagainst: Drupal, Joomla, Payload CMS, WordPress
Two alternatives
Contentful, Webflow CMSThree alternatives
Contentful, Strapi, Webflow CMSFour alternatives
Adobe Experience Manager, HubSpot Content Hub, Webflow CMS, WixThree alternatives
Pixpa, Wix, WordPressGPT-5.4 miniContentful, StoryblokContentfulChangedagainst: WordPressWebflow CMS, WordPressWordPressno first choicenothing named
One alternative
DrupalTwo alternatives
Sanity, Webflow CMSFive alternatives
Adobe Experience Manager, Contentful, Drupal, HubSpot Content Hub, SanityFour alternatives
Ghost, Squarespace, Webflow CMS, WixGemini 3.5 FlashWebflow CMSagainst: Contentful, Sanity, StoryblokWebflow CMSHeldagainst: WordPressno first choiceWordPressno first choiceagainst: Adobe Experience Manager, Drupal, Sitecore Experience Platform, WP Engine, WordPressagainst: Adobe Commerce, Adobe Experience Manager, Drupal, Joomla, Shopify, Sitecore Experience Platform, Squarespace, Umbraco, Wix, WordPress
Two alternatives
HubSpot Content Hub, WordPressThree alternatives
Contentful, HubSpot Content Hub, SanitySix alternatives
Contentful, Framer, HubSpot Content Hub, Storyblok, Webflow CMS, WordPressSix alternatives
Astro, Framer, Sanity, Squarespace, Webflow CMS, WixPerplexity SonarHubSpot Content HubHubSpot Content HubHeldno first choiceagainst: Adobe Experience Manager, Sitecore Experience Platform, Squarespace, WixWordPressno first choiceagainst: Adobe Commerce, Contentful, Drupal, HubSpot Content Hub, Joomla
Four alternatives
Contentful, Sanity, Webflow CMS, WordPressTwo alternatives
Webflow CMS, WordPressThree alternatives
Ghost, Squarespace, WixGrok 4.20HubSpot Content Hubagainst: Adobe Experience Manager, Squarespace, WixHubSpot Content HubHeldagainst: WordPressWordPressagainst: Squarespace, WixWordPressagainst: HubSpot Content Hub, Squarespace, WordPressContentful, Sanityagainst: Adobe Experience Manager, Drupal, Sitecore Experience Platform, WordPressagainst: Adobe Experience Manager, BigCommerce, Drupal, GoDaddy Website Builder, HubSpot Content Hub, Joomla, Squarespace, Wix, WordPress
Two alternatives
Webflow CMS, WordPressOne alternative
Webflow CMSThree alternatives
Contentful, HubSpot Content Hub, Webflow CMSOne alternative
WixThree alternatives
Contentstack, HubSpot Content Hub, HygraphMistral SmallWebflow CMSWebflow CMSHeldagainst: Drupal, HubSpot Content Hub, Squarespace, WixHubSpot Content Hub, Webflow CMSWordPressno first choiceagainst: Adobe Experience Manager, Drupalagainst: Drupal, Ghost, Joomla, Squarespace, Webflow CMS, Wix, WordPress
Two alternatives
HubSpot Content Hub, WordPressTwo alternatives
Contentful, WordPressEight alternatives
Adobe Experience Manager, Contentful, Elementor, Magnolia CMS, Shopify, Sitecore Experience Platform, Storyblok, WordPressThree alternatives
HubSpot Content Hub, Webflow CMS, WixDeepSeek V4 FlashWebflow CMSWebflow CMSHeldagainst: WordPressWebflow CMS, WordPressWordPressagainst: Webflow CMS, WordPressno first choiceagainst: Adobe Experience Manager, Sitecore Experience Platformagainst: Adobe Commerce, Adobe Experience Manager, Drupal, Joomla, Sitecore Experience Platform, Squarespace, Wix
Two alternatives
HubSpot Content Hub, WordPressThree alternatives
Contentful, HubSpot Content Hub, SanityFive alternatives
Adobe Experience Manager, Drupal, HubSpot Content Hub, Shopify, SquarespaceThree alternatives
Hostinger, Squarespace, WixLlama 4 MaverickHubSpot Content HubWordPressChangedno first choiceWebflow CMS, Wix, WordPressno first choiceagainst: Adobe Experience Manager, Contentful, Contentstack, Drupal, Magnolia CMS, Optimizely CMS, Sanity, Sitecore Experience Platform, WordPress
Qwen 3.7 FlashHubSpot Content Hub, Webflow CMSagainst: Sitecore Experience PlatformHubSpot Content HubChangedHubSpot Content Hub, WordPressWordPressContentful, Sanityagainst: Adobe Experience Manager, Sitecore Experience Platformagainst: Adobe CQ, Drupal, GoDaddy Website Builder, IBM WebSphere, Jimdo, Joomla, Oracle UCM, Weebly, Wix, WordPress
Two alternatives
Contentful, SanityTwo alternatives
Contentful, Webflow CMSFour alternatives
Adobe Experience Manager, Drupal, Sitecore Experience Platform, Webflow CMSTwo alternatives
Squarespace, Webflow CMSOne alternative
Webflow CMSKimi K2Webflow CMSWebflow CMSHeldWordPressWordPressagainst: HubSpot Content Hubno first choiceagainst: Adobe Experience Manager, Drupal, Kentico Xperience, Optimizely CMS, Sitecore Experience Platform, Squarespace, Umbraco, Weebly, Wix
Three alternatives
HubSpot Content Hub, Sanity, WordPressTwo alternatives
HubSpot Content Hub, WordPressSeven alternatives
Contentful, HubSpot Content Hub, Sanity, Squarespace, Storyblok, Webflow CMS, WixOne alternative
Webflow CMSGLM 4.7 FlashXHubSpot Content Hub, Webflow CMSWordPressChangedWordPressWordPressno first choiceagainst: Drupal, Joomla, Squarespace, Wix, WordPress
Two alternatives
Kentico Xperience, WordPressTwo alternatives
HubSpot Content Hub, Webflow CMSFour alternatives
Contentful, HubSpot Content Hub, Shopify, Webflow CMSThree alternatives
Ghost, Squarespace, WixSix alternatives
Contentful, Craft, Drupal, Sanity, Strapi, WordPressMiniMax M2.5Contentful, SanityHubSpot Content Hub, WordPressChangedWordPressWordPressno first choiceagainst: GoDaddy Website Builder, Squarespace, Wix, WordPress
Three alternatives
Strapi, Webflow CMS, WordPressTwo alternatives
Kentico Xperience, Webflow CMSEight alternatives
Adobe Experience Manager, Contentful, HubSpot Content Hub, Sanity, Shopify, Squarespace, Webflow CMS, WixThree alternatives
Squarespace, Webflow CMS, 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.
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:03 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:34 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:25 | yes | 15 | 28 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 03:04 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 23:31 | yes | 0 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:49 | yes | 0 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:11 | yes | 0 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:49 | yes | 0 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:49 | no | 0 | 36 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:39 | yes | 0 | 34 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:46 | yes | 0 | 39 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:57 | yes | 0 | 12 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:07 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:24 | no | 0 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:48 | yes | 9 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 01:50 | yes | 20 | 7 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 23:08 | yes | 0 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:28 | no | 0 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:20 | yes | 0 | 15 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:31 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:27 | no | 0 | 32 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:33 | yes | 0 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:15 | yes | 0 | 13 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:19 | yes | 0 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:21 | yes | 8 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:23 | no | 0 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:58 | yes | 21 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 03:53 | yes | 20 | 9 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 02:09 | yes | 0 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:34 | yes | 0 | 14 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:56 | yes | 0 | 56 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 22:57 | yes | 0 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:40 | yes | 0 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:29 | yes | 0 | 42 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:33 | yes | 0 | 38 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:20 | yes | 0 | 15 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:34 | yes | 7 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:07 | no | 0 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:20 | yes | 13 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 04:23 | yes | 20 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 03:33 | yes | 0 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:37 | yes | 0 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-14 22:59 | yes | 0 | 9 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:09 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:05 | no | 0 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:51 | yes | 0 | 26 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:41 | yes | 0 | 53 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:02 | yes | 0 | 31 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:26 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:17 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:18 | yes | 11 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 02:33 | yes | 20 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 02:32 | yes | 0 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:25 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:46 | yes | 0 | 58 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:39 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:22 | no | 0 | 40 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:39 | yes | 0 | 55 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:09 | yes | 0 | 35 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:27 | no | 0 | 10 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:44 | yes | 16 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:39 | no | 0 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:08 | yes | 12 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 00:00 | yes | 20 | 19 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 02:04 | yes | 0 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:56 | yes | 0 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:19 | yes | 0 | 43 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:20 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:55 | no | 0 | 35 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:29 | yes | 0 | 52 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:11 | yes | 0 | 18 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:10 | yes | 0 | 23 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.
ShowHide
Claude Haiku 4.5
2 of 4 flipped
GPT-5.4 mini
3 of 4 flipped
Gemini 3.5 Flash
4 of 4 flipped
Perplexity Sonar
1 of 4 flipped
Grok 4.20
3 of 6 flipped
Mistral Small
3 of 5 flipped
DeepSeek V4 Flash
3 of 5 flipped
Llama 4 Maverick
2 of 3 flipped
Qwen 3.7 Flash
5 of 6 flipped
Kimi K2
3 of 5 flipped
GLM 4.7 FlashX
3 of 4 flipped
MiniMax M2.5
2 of 5 flipped
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Adobe 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
Sitecore XM Cloud read as Sitecore Experience Platform
Webflow read as Webflow CMS
Webflow Enterprise read as Webflow CMS
Unresolved, counted raw
Adobe CQ
Drupal 10+
Nuxt.js
Oracle UCM
Pixpa
Discontinued, still offered
No shut-down product was recommended here.