GTM AI Index
September 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index Marketing September 2026 Edition

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
Contested
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.

01The 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
01WordPress33%24%68endorsed leader
02Webflow22%4%50accepted challenger
03HubSpot Content Hub22%10%48accepted challenger
04Contentful10%8%39accepted challenger
05Sanity6%7%27accepted challenger
06Wix2%41%29criticized challenger
Show the seven products at 0%, ordered by negative rate
13Joomla0%80%10criticized challenger
11Sitecore0%69%13criticized challenger
09Adobe Experience Manager0%59%17criticized challenger
12Drupal0%56%25criticized challenger
10Squarespace0%55%22criticized challenger
08Shopify0%9%11accepted challenger
07Strapi0%0%13accepted challenger
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.

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
13
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01WordPress33%
02Webflow22%
03HubSpot Content Hub22%
04Contentful10%
05Sanity6%
06Wix2%
07Strapi0%
08Shopify0%
09Adobe Experience Manager0%
10Squarespace0%
11Sitecore0%
12Drupal0%
13Joomla0%

02What 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.
Drupal
56%
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
WordPress
24%
16 of 68 labels negative · 10 of 12 models · 1 hard negative
“**1. WordPress (Most Risky)** **Why to avoid:**” Mistral Small, negative prompt
Wix
41%
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
Joomla
80%
8 of 10 labels negative · 8 of 12 models · 6 hard negative
“Overly Complex Legacy Platforms (Drupal, Joomla, Umbraco) The Verdict: Approach with High Caution (or Avoid).” Gemini 3.5 Flash, negative prompt

03What they cite

Citations exist only for the models that return a source list: four of the twelve in this edition, and all six flagship models on the expanded tier.

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. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 155 links across 105 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 · LinkedIn5 answers · 6 citations · 1 model
5 answers · 5 citations · 2 models
vendor site · Guideflow4 answers · 5 citations · 2 models
vendor site · Reddit4 answers · 5 citations · 1 model
vendor site · CoreMedia4 answers · 4 citations · 2 models
4 answers · 4 citations · 2 models
vendor site · Optimizely3 answers · 3 citations · 1 model
3 answers · 3 citations · 1 model
2 answers · 4 citations · 1 model
vendor site · HubSpot2 answers · 3 citations · 1 model
vendor site · Contentful2 answers · 3 citations · 2 models
2 answers · 2 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.

04How 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.
ModelDirect“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, WordPress
Two alternativesContentful, Webflow
HubSpot Content Hub, WordPressHeld
Three alternativesContentful, Strapi, Webflow
against: Adobe Experience Manager, Adobe Marketo Engage
WordPress
Four alternativesAdobe Experience Manager, HubSpot Content Hub, Webflow CMS, Wix
Weebly
Three alternativesPixpa, Wix, WordPress
no first choiceagainst: Drupal, Joomla, Payload CMS, WordPress
GPT-5.4 miniContentful, Storyblok
One alternativeDrupal
ContentfulChanged
Two alternativesSanity, Webflow
against: WordPress
Webflow, WordPress
Five alternativesAdobe Experience Manager, Contentful, Drupal, HubSpot Content Hub, Sanity
WordPress
Four alternativesGhost, Squarespace, Webflow, Wix
no first choicenothing named
Gemini 3.5 FlashWebflow
Two alternativesHubSpot Content Hub, WordPress
against: Contentful, Sanity, Storyblok
WebflowHeld
Three alternativesContentful, HubSpot Content Hub, Sanity
against: WordPress
no first choice
Six alternativesContentful, Framer, HubSpot Content Hub, Storyblok, Webflow, WordPress
WordPress
Six alternativesAstro, Framer, Sanity, Squarespace, Webflow, Wix
no first choiceagainst: Adobe Experience Manager, Drupal, Sitecore, WP Engine, WordPressagainst: Adobe Commerce, Adobe Experience Manager, Drupal, Joomla, Shopify, Sitecore, Squarespace, Umbraco, Wix, WordPress
Perplexity SonarHubSpot Content Hub
Four alternativesContentful, Sanity, Webflow, WordPress
HubSpot Content HubHeld
Two alternativesWebflow, WordPress
no first choiceagainst: Adobe Experience Manager, Sitecore, Squarespace, WixWordPress
Three alternativesGhost, Squarespace, Wix
no first choiceagainst: Adobe Commerce, Contentful, Drupal, HubSpot Content Hub, Joomla
Grok 4.1 FastHubSpot Content Hub
Two alternativesWebflow, WordPress
against: Adobe AEM, Squarespace, Wix
HubSpot Content HubHeld
One alternativeWebflow
against: WordPress
WordPress
Three alternativesContentful, HubSpot Content Hub, Webflow
against: Squarespace, Wix
WordPress
One alternativeWix
against: HubSpot Content Hub, Squarespace, WordPress
Contentful, Sanity
Three alternativesContentstack, HubSpot Content Hub, Hygraph
against: Adobe AEM, Drupal, Sitecore, WordPress
against: Adobe Experience Manager/Old Sitecore, BigCommerce, Drupal, GoDaddy Website Builder, HubSpot Content Hub, Joomla, Squarespace, Wix, WordPress
Mistral SmallWebflow
Two alternativesHubSpot Content Hub, WordPress
WebflowHeld
Two alternativesContentful, WordPress
against: Drupal, HubSpot Content Hub, Squarespace, Wix
HubSpot Content Hub, Webflow
Eight alternativesAdobe Experience Manager, Contentful, Elementor, Magnolia CMS, Shopify, Sitecore XM Cloud, Storyblok, WordPress
WordPress
Three alternativesHubSpot Content Hub, Webflow, Wix
no first choiceagainst: Adobe Experience Manager, Drupalagainst: Drupal, Ghost, Joomla, Squarespace, Webflow, Wix, WordPress
DeepSeek V4 FlashWebflow
Two alternativesHubSpot Content Hub, WordPress
WebflowHeld
Three alternativesContentful, HubSpot Content Hub, Sanity
against: WordPress
Webflow, WordPress
Five alternativesAdobe Experience Manager, Drupal, HubSpot Content Hub, Shopify, Squarespace
WordPress
Three alternativesHostinger, Squarespace, Wix
against: Webflow, WordPress
no first choiceagainst: Adobe Experience Manager, Sitecoreagainst: Adobe Commerce, Adobe Experience Manager, Drupal, Joomla, Sitecore, Squarespace, Wix
Llama 4 MaverickHubSpot Content HubWordPressChangedno first choiceWebflow, Wix, WordPressno first choiceagainst: Adobe Experience Manager, Contentful, Contentstack, Drupal, Magnolia, Optimizely CMS, Sanity, Sitecore, WordPress
Qwen 3.7 FlashHubSpot Content Hub, Webflow
Two alternativesContentful, Sanity
against: Sitecore Experience Platform
HubSpot Content HubChanged
Two alternativesContentful, Webflow
HubSpot Content Hub, WordPress
Four alternativesAdobe Experience Manager, Drupal, Sitecore, Webflow
WordPress
Two alternativesSquarespace, Webflow
Contentful, Sanity
One alternativeWebflow
against: Adobe Experience Manager, Sitecore
against: Adobe CQ, Drupal, GoDaddy Builder, IBM WebSphere, Jimdo, Joomla, Oracle UCM, Weebly, Wix, WordPress
Kimi K2Webflow
Three alternativesHubSpot Content Hub, Sanity, WordPress
WebflowHeld
Two alternativesHubSpot Content Hub, WordPress
WordPress
Seven alternativesContentful, HubSpot Content Hub, Sanity, Squarespace, Storyblok, Webflow, Wix
WordPress
One alternativeWebflow
against: HubSpot Content Hub
no first choiceagainst: Adobe Experience Manager, Drupal, Kentico 13, Optimizely CMS 11, Sitecore, Squarespace, Umbraco, Weebly, Wix
GLM 4.7 FlashXHubSpot Content Hub, Webflow
Two alternativesKentico Xperience, WordPress
WordPressChanged
Two alternativesHubSpot Content Hub, Webflow
WordPress
Four alternativesContentful, HubSpot Content Hub, Shopify, Webflow
WordPress
Three alternativesGhost, Squarespace, Wix
no first choice
Six alternativesContentful, Craft, Drupal, Sanity, Strapi, WordPress
against: Drupal, Joomla, Squarespace, Wix, WordPress
MiniMax M2.5Contentful, Sanity
Three alternativesStrapi, Webflow, WordPress
HubSpot Content Hub, WordPressChanged
Two alternativesKentico Xperience, Webflow
WordPress
Eight alternativesAdobe Experience Manager, Contentful, HubSpot Content Hub, Sanity, Shopify, Squarespace, Webflow, Wix
WordPress
Three alternativesSquarespace, Webflow, Wix
no first choiceagainst: GoDaddy Website Builder, Squarespace, Wix, WordPress
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The 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
Seventy-two rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-09-14 23:03no04 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 03:34yes45 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-15 00:25yes1528 s
Direct recommendationPerplexity Sonarsonar2026-09-15 03:04yes205 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-14 23:31yes09 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-14 23:49yes08 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-15 00:11yes029 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-14 23:49yes01 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-15 03:49no036 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-14 23:39yes034 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-15 04:46yes039 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 03:57yes012 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 03:07no05 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 00:24no04 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-14 23:48yes924 s
ParaphrasePerplexity Sonarsonar2026-09-15 01:50yes207 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-14 23:08yes09 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-14 23:28no04 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-15 03:20yes015 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-15 00:31yes02 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-15 03:27no032 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-15 04:33yes024 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-15 03:15yes013 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 02:19yes016 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 02:21yes87 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 04:23no06 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-15 00:58yes2124 s
ComparativePerplexity Sonarsonar2026-09-15 03:53yes209 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-15 02:09yes08 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-14 23:34yes014 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-15 00:56yes056 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-14 22:57yes01 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-15 03:40yes034 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-15 03:29yes042 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-14 23:33yes038 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 03:20yes015 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 04:34yes77 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 01:07no03 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-14 23:20yes1324 s
Budget constrainedPerplexity Sonarsonar2026-09-15 04:23yes205 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-15 03:33yes06 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-15 04:37yes07 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-14 22:59yes09 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-15 02:09yes02 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-15 00:05no032 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-14 23:51yes026 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-14 23:41yes053 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 03:02yes031 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-14 23:26no07 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 01:17no07 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-15 01:18yes1127 s
Scale constrainedPerplexity Sonarsonar2026-09-15 02:33yes207 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-15 02:32yes011 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-14 23:25no06 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-15 01:46yes058 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-15 02:39yes02 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-14 23:22no040 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-15 03:39yes055 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-15 01:09yes035 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-14 23:27no010 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-15 01:44yes1611 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-15 03:39no05 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-14 23:08yes1224 s
Negative framingPerplexity Sonarsonar2026-09-15 00:00yes2019 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-15 02:04yes010 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-14 23:56yes08 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-14 23:19yes043 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-14 23:20yes02 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-14 23:55no035 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-15 03:29yes052 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-15 01:11yes018 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-15 02:10yes023 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.

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 4.1 Fast
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.

Category-scoped readings
HubSpot read as HubSpot Content Hub
Unresolved, counted raw
Adobe CQ
Adobe Experience Manager/Old Sitecore
Craft
Drupal 10+
GoDaddy Builder
Jimdo
Kentico 13
Next.js (Self Hosted) + Headless Backend
Nuxt.js
Optimizely CMS 11
Oracle UCM
Pixpa
Sitecore XM Cloud
Webflow CMS
Discontinued, still offered
No shut-down product was recommended here.
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