Content management systems for marketing sites for small business buyers
Asked as “marketing website CMS”, and as “CMS for a marketing site”, on behalf of a small B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
38%
Contested · HubSpot Content Hub 29%
38WordPress29HubSpot Content Hub24Webflow09others
38% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: WordPress (38%) replaces Webflow (47% then, 23% now), 15 points clear, past the 11-point floor.WordPress leads at 38%, replacing Webflow, which led at 47% and stands at 23% now: 15 points clear, past the floor. The verdict moved from clear leader to contested.
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.This pageMid-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.Standing →Enterprise
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.This pageMid-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.Standing →EnterpriseAdobe 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01WordPress38%11%73endorsed leader▲+3Since September 2026: 35% → 38%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.35% → 38%
WordPress38%11%73endorsed leader▲+3Since September 2026: 35% → 38%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.35% → 38%02HubSpot Content Hub29%9%57accepted challenger▲+21Since September 2026: 8% → 29%, +21 points. Past the 11-point floor: movement. Read over the models both editions asked.8% → 29%
HubSpot Content Hub29%9%57accepted challenger▲+21Since September 2026: 8% → 29%, +21 points. Past the 11-point floor: movement. Read over the models both editions asked.8% → 29%03
Webflow24%3%61accepted challenger▼−24Since September 2026: 47% → 23%, −24 points. Past the 11-point floor: movement. Read over the models both editions asked.47% → 23%
Webflow24%3%61accepted challenger▼−24Since September 2026: 47% → 23%, −24 points. Past the 11-point floor: movement. Read over the models both editions asked.47% → 23%04
Framer2%8%13accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Framer2%8%13accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%05
Wix2%41%41criticized challenger▼−4Since September 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 2%
Wix2%41%41criticized challenger▼−4Since September 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 2%Show the five products at 0%, ordered by negative rate
10
Drupal0%92%12criticized 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%92%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%09Adobe Experience Manager0%90%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%90%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%08
Contentful0%57%23criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Contentful0%57%23criticized 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%50%18criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Sanity0%50%18criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%06
Squarespace0%42%36criticized challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%
Squarespace0%42%36criticized challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 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 →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01WordPress38%
WordPress38%02HubSpot Content Hub29%
HubSpot Content Hub29%03Webflow24%
Webflow24%04Framer2%
Framer2%05Wix2%
Wix2%06Squarespace0%
Squarespace0%07Sanity0%
Sanity0%08Contentful0%
Contentful0%09Adobe Experience Manager0%
Adobe Experience Manager0%10Drupal0%
Drupal0%What they warned about
Seven of fourteen models held their first choice under the paraphrase. Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, Llama 4 Maverick, Kimi K2 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.
Contentful57%
13 of 23 labels negative · 11 of 14 models · 3 hard negative
“Headless CMS platforms like Contentful, Sanity, or similar tools should be avoided unless you truly need multi-channel publishing” Perplexity Sonar, negative prompt
Drupal92%
11 of 12 labels negative · 10 of 14 models · 5 hard negative
“Why to avoid them: Drupal is incredibly powerful and secure, but it has a steep learning curve” Gemini 3.5 Flash, negative prompt
Wix41%
17 of 41 labels negative · 10 of 14 models · 4 hard negative
“TechWyse lists Wix as a CMS option to avoid for business websites because of "Poor SEO"..."Ownership Issues: Migrating your website to another platform is challenging."” Muse Glimmer 30B, negative prompt
Squarespace42%
15 of 36 labels negative · 9 of 14 models · 2 hard negative
“**Why avoid:** While Squarespace is praised for its design templates, it lacks the flexibility and scalability required for most business marketing websites.” Mistral Small, 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
72 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. 912 links across 282 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 · HubSpot33 answers · 57 citations · 13 models
22 answers · 32 citations · 9 models
vendor site · Brightspot22 answers · 25 citations · 11 models
vendor site · Guideflow20 answers · 20 citations · 8 models
18 answers · 18 citations · 10 models
17 answers · 18 citations · 11 models
17 answers · 17 citations · 10 models
vendor site · LinkedIn16 answers · 21 citations · 7 models
vendor site · Wix15 answers · 22 citations · 8 models
15 answers · 15 citations · 10 models
14 answers · 14 citations · 9 models
vendor site · Elementor12 answers · 12 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.
19 answers · 11 models
19 answers · 8 models
18 answers · 8 models
18 answers · 10 models
17 answers · 10 models
17 answers · 11 models
16 answers · 10 models
16 answers · 8 models
15 answers · 10 models
14 answers · 9 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 |
|---|---|---|---|---|---|---|---|
| WordPress wordpress.com | 38% | 203 | 201,000 | 42,406 | 49,847,649 | $18 | 13 |
| HubSpot parent site HubSpot Content Hub 29% | 29% | 278 | 368,000 | 9,776 | |||
| Webflow webflow.com | 24% | 192 | 74,000 | 2,193 | 714,656 | $690 | 59 |
| Framer framer.com | 2% | 24 | 74,000 | 3,142 | 198,173 | $13 | 106 |
| Wix wix.com | 2% | 179 | 673,000 | 21,881 | 4,049,160 | $1,858 | 119 |
| Elementor elementor.com | 2% | 17 | 22,200 | 2,477 | 371,931 | 80 | |
| WordPress.com or WordPress.org | 2% | ||||||
| Weebly weebly.com | 2% | 27 | 90,500 | 1,483 | 23,858,692 | $23 | 9 |
| Ghost ghost.org | 0% | 13 | 550,000 | 379,144 | 48,814 | ||
| Shopify shopify.com | 0% | 314 | 1,000,000 | 38,067 | 3,486,997 | $3,351 | 110 |
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, impactplus.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 small B2B company?”Paraphrase“Which CMS for a marketing site would you recommend to a small business that sells to other businesses?”Comparative“What are the top content management systems for marketing websites for a small team and how do they differ?”Budget-constrained“What is the best marketing website CMS for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a marketing website CMS. What should we look at?”Negative“Which content management systems for marketing websites should a small business avoid or be cautious about?”
Claude Haiku 4.5HubSpot Content Hub, WordPressagainst: Squarespace, WixHubSpot Content Hub, WordPressHeldHubSpot Content HubWordPress.com or WordPress.orgno first choiceagainst: Contentful, Drupal, Optimizely CMS, Squarespace, Wix, WordPress
One alternative
WebflowThree alternatives
Craft CMS, Statamic, WebflowFour alternatives
Ghost, Webflow, Wix, WordPressOne alternative
WixGPT-5.4 miniWebflowWebflowHeldagainst: Contentful, Sanity, WordPressWebflowagainst: WordPressWordPressagainst: Webflowno first choiceagainst: Drupal, WordPress
Four alternatives
Contentful, HubSpot Content Hub, Sanity, WordPressOne alternative
HubSpot Content HubThree alternatives
Contentful, HubSpot Content Hub, SanityOne alternative
WixGemini 3.5 FlashWebflowWordPressChangedFramer, WebflowWordPressFramer, Webflowagainst: Contentful, Sanity, WordPressagainst: Adobe Experience Manager, Contentful, Drupal, GoDaddy Website Builder, Joomla, Network Solutions Builder, Optimizely CMS, Sanity, Sitecore Experience Platform, Strapi, self-hosted WordPress
Three alternatives
Framer, HubSpot Content Hub, WordPressThree alternatives
HubSpot Content Hub, Squarespace, WebflowTwo alternatives
HubSpot Content Hub, WordPressFour alternatives
Carrd, Framer, HubSpot Content Hub, SquarespaceOne alternative
HubSpot Content HubPerplexity SonarHubSpot Content HubWordPressChangedHubSpot Content Hub, Webflow, WordPressWordPressagainst: HubSpot Content Hub, Squarespace, Wixno first choiceagainst: Adobe Experience Manager, Contentful, Drupal, HubSpot Content Hub, Sanity, Sitecore Experience Platform, Squarespace, Weebly, Wix
Two alternatives
Webflow, WordPressTwo alternatives
HubSpot Content Hub, WebflowThree alternatives
Contentful, Prismic, WixOne alternative
GhostGrok 4.1 FastHubSpot Content Hubagainst: Contentful, Squarespace, WixWordPressChangedagainst: Squarespace, WixHubSpot Content Hub, WordPressagainst: Prismic, StoryblokWordPressHubSpot Content Hubagainst: Drupalagainst: Adobe Experience Manager, Drupal, Joomla, Sitecore Experience Platform, Squarespace, Wix
Two alternatives
Webflow, WordPressTwo alternatives
HubSpot Content Hub, WebflowThree alternatives
Squarespace, Webflow, WixFour alternatives
GoDaddy Website Builder, HubSpot Content Hub, Squarespace, WixFour alternatives
Contentful, Sanity, Webflow, WordPressMistral SmallWebflowElementor, Webflow, WordPressChangedagainst: Shopify, WixWordPressWordPressno first choiceagainst: GoDaddy Website Builder, Squarespace, Web.com, Wix
Two alternatives
HubSpot Content Hub, WordPressOne alternative
SquarespaceFour alternatives
Ghost, Squarespace, Webflow, WixTwo alternatives
Webflow, WixDeepSeek V4 FlashWebflowWebflowHeldWebflowagainst: ContentfulWordPressagainst: Wixno first choiceagainst: Squarespace, Wixagainst: Adobe Experience Manager, Contentful, Contentstack, Sanity, Sitecore Experience Platform, Squarespace, Wix
Three alternatives
Framer, HubSpot Content Hub, WordPressTwo alternatives
HubSpot Content Hub, WordPressSix alternatives
Framer, HubSpot Content Hub, Sanity, Squarespace, Storyblok, WordPressTwo alternatives
Squarespace, WebflowSix alternatives
Contentful, HubSpot Content Hub, Sanity, Storyblok, Webflow, WordPressLlama 4 Maverickno first choiceWebflowChangedGhost, WordPressWordPressno first choicenothing named
Two alternatives
HubSpot Content Hub, SquarespaceTwo alternatives
Kontent.ai, Optimizely Content Management SystemThree alternatives
GoDaddy Website Builder, Webflow, WixQwen 3.7 FlashHubSpot Content Hubagainst: DrupalHubSpot Content HubHeldWebflow, WordPressagainst: HubSpot Content HubWordPressno first choiceagainst: Adobe Experience Manager, Classic ASP, ColdFusion, Contentful, Hygraph, Large-scale Salesforce Commerce Cloud, Oracle Digital Experience, Raw Drupal, Raw Joomla, Raw WordPress, Sanity, Sitecore Experience Platform, Strapi
Three alternatives
Squarespace, Webflow, WordPressOne alternative
WordPressOne alternative
SquarespaceThree alternatives
Squarespace, Webflow, WixThree alternatives
HubSpot Content Hub, Webflow, WordPressKimi K2HubSpot Content HubWebflowChangedWebflowagainst: ContentfulWordPressagainst: HubSpot Content Hubno first choiceagainst: Adobe Experience Manager, Drupal, Joomla, Sitecore Experience Platform, Squarespace, Wix
Three alternatives
Framer, Webflow, WordPressTwo alternatives
HubSpot Content Hub, WordPressFour alternatives
HubSpot Content Hub, Squarespace, Wix, WordPressTwo alternatives
Weebly, WixTwo alternatives
HubSpot Content Hub, WebflowGLM 4.7 FlashXHubSpot Content HubHubSpot Content HubHeldWebflow, WordPressWixHubSpot Content Hub, WordPressagainst: Adobe Experience Manager, Drupalagainst: Adobe Experience Manager, Contentful, Framer, Optimizely CMS, Sanity, Sitecore Experience Platform, Squarespace, Strapi, Wix
Two alternatives
Webflow, WordPressTwo alternatives
Drupal, WordPressFour alternatives
HubSpot Content Hub, Sanity, Storyblok, WixTwo alternatives
Weebly, WordPressFive alternatives
Brightspot, Contentful, Sanity, Sitecore Experience Platform, StrapiMiniMax M2.5HubSpot Content Hub, WordPressagainst: SquarespaceHubSpot Content HubChangedHubSpot Content Hub, WordPressWeebly, WordPressHubSpot Content Hub, Webflowagainst: Adobe Experience Manager, Contentful, GoDaddy Website Builder, Magnolia CMS, Sanity, Sitecore Experience Platform, Squarespace, Strapi, Weebly, Wix, WordPress
One alternative
WebflowTwo alternatives
Squarespace, WordPressThree alternatives
Squarespace, Webflow, WixTwo alternatives
HubSpot Content Hub, WixTwo alternatives
Contentful, SanityGPT-6 LunaWebflowWebflowHeldSquarespaceagainst: HubSpot Content HubWordPressno first choiceagainst: Drupal, Joomla, Webflow, Wix, WordPress
Two alternatives
HubSpot Content Hub, WordPressTwo alternatives
HubSpot Content Hub, WordPressFour alternatives
Framer, Webflow, Wix, WordPressOne alternative
WixMuse Glimmer 30BHubSpot Content HubHubSpot Content HubHeldHubSpot Content HubWordPressagainst: WordPressWordPressagainst: Contentful, Drupal, GoDaddy Website Builder, Payload CMS, Sanity, Squarespace, Strapi, Wix
Two alternatives
Webflow, WordPressTwo alternatives
Webflow, WordPressFour alternatives
Prismic, Webflow, Wix, WordPressThree alternatives
HubSpot Content Hub, Squarespace, WixOne alternative
WebflowBold 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 11:26 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:54 | yes | 5 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:26 | yes | 14 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:50 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:32 | yes | 17 | 6 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:26 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:56 | yes | 14 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:17 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:19 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:21 | yes | 15 | 29 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:55 | yes | 24 | 27 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:10 | no | 0 | 10 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 14:07 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:53 | yes | 14 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:15 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:04 | yes | 4 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:42 | yes | 10 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:33 | yes | 20 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:09 | yes | 14 | 5 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:41 | no | 0 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:55 | yes | 14 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:46 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:21 | yes | 5 | 40 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:38 | yes | 10 | 13 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:27 | yes | 10 | 75 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:35 | yes | 5 | 43 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:48 | yes | 3 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:08 | yes | 15 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:53 | yes | 10 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:44 | yes | 5 | 12 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:48 | yes | 13 | 32 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 13:11 | yes | 20 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:31 | yes | 18 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:39 | yes | 10 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:35 | yes | 19 | 33 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:24 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:29 | no | 0 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:59 | yes | 14 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:34 | yes | 19 | 26 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:53 | yes | 13 | 19 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:37 | yes | 6 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:06 | yes | 12 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:56 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:39 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:27 | yes | 23 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 13:47 | yes | 20 | 5 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:42 | yes | 19 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:05 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:57 | yes | 15 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:17 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:39 | no | 0 | 37 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:38 | yes | 15 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:02 | yes | 18 | 22 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:54 | yes | 10 | 30 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:42 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:01 | yes | 15 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:20 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:15 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:41 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:04 | yes | 19 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:16 | yes | 14 | 6 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:24 | no | 0 | 11 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:53 | yes | 19 | 62 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:47 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:52 | yes | 15 | 55 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:43 | yes | 15 | 18 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:11 | yes | 20 | 158 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:58 | yes | 5 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:11 | yes | 2 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:43 | yes | 15 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:22 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:06 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:53 | yes | 9 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 12:27 | yes | 20 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:16 | yes | 22 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:56 | yes | 10 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:19 | yes | 24 | 35 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:39 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:57 | yes | 10 | 45 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:22 | yes | 24 | 22 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:39 | yes | 25 | 101 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:53 | yes | 17 | 45 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:43 | yes | 4 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:22 | yes | 25 | 40 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
Adobe AEM read as Adobe Experience Manager
HubSpot read as HubSpot Content Hub
Magnolia read as Magnolia CMS
Sitecore read as Sitecore Experience Platform
Unresolved, counted raw
Classic ASP
ColdFusion
DreamHost
Large-scale Salesforce Commerce Cloud
Network Solutions Builder
Optimizely Content Management System
Raw Drupal
Raw Joomla (Self-Hosted)
Raw WordPress
Statamic
Statamic or Craft CMS
Web.com
WordPress.com or WordPress.org (Self-hosted)
Discontinued, still offered
No shut-down product was recommended here.