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. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
39%
Contested · HubSpot Content Hub 23%
39WordPress23HubSpot Content Hub23Webflow CMS14others
39% of first choices, contested.
Since October 2026▲+1Since October 2026: 38% → 39%, +1 point. Inside the 11-point floor: within noise.WordPress held the lead, +1 point on 38%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
WordPress39%Contested▲+1Since October 2026: 38% → 39%, +1 point. Inside the 11-point floor: within noise.This pageMid-market
HubSpot Content Hub45%Clear leader▲+3Since October 2026: 42% → 45%, +3 points. Inside the 11-point floor: within noise.Standing →Enterprise
Adobe Experience Manager29%Contested▲+7Since October 2026: 22% → 29%, +7 points. Inside the 11-point floor: within noise.Standing →
WordPress39%Contested▲+1Since October 2026: 38% → 39%, +1 point. Inside the 11-point floor: within noise.This pageMid-marketHubSpot Content Hub45%Clear leader▲+3Since October 2026: 42% → 45%, +3 points. Inside the 11-point floor: within noise.Standing →EnterpriseAdobe Experience Manager29%Contested▲+7Since October 2026: 22% → 29%, +7 points. Inside the 11-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01WordPress39%15%79endorsed leader▲+1Since October 2026: 38% → 39%, +1 point. Inside the 11-point floor: within noise.38% → 39%
WordPress39%15%79endorsed leader▲+1Since October 2026: 38% → 39%, +1 point. Inside the 11-point floor: within noise.38% → 39%02
Webflow CMS23%7%69accepted challenger▼−1Since October 2026: 24% → 23%, −1 point. Inside the 11-point floor: within noise.24% → 23%
Webflow CMS23%7%69accepted challenger▼−1Since October 2026: 24% → 23%, −1 point. Inside the 11-point floor: within noise.24% → 23%03HubSpot Content Hub23%10%67accepted challenger▼−6Since October 2026: 29% → 23%, −6 points. Inside the 11-point floor: within noise.29% → 23%
HubSpot Content Hub23%10%67accepted challenger▼−6Since October 2026: 29% → 23%, −6 points. Inside the 11-point floor: within noise.29% → 23%04
Wix4%35%43criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Wix4%35%43criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%05
Framer2%0%11accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Framer2%0%11accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the seven products at 0%, ordered by negative rate
12
Drupal0%89%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Drupal0%89%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Joomla0%70%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Joomla0%70%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Contentful0%65%23criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Contentful0%65%23criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Sanity0%60%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Sanity0%60%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Strapi0%60%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Strapi0%60%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
Squarespace0%24%42accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Squarespace0%24%42accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
Ghost0%11%18accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Ghost0%11%18accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All six head-to-head pages: the top four products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01WordPress39%
WordPress39%02Webflow CMS23%
Webflow CMS23%03HubSpot Content Hub23%
HubSpot Content Hub23%04Wix4%
Wix4%05Framer2%
Framer2%06Squarespace0%
Squarespace0%07Ghost0%
Ghost0%08Strapi0%
Strapi0%09Joomla0%
Joomla0%10Sanity0%
Sanity0%11Contentful0%
Contentful0%12Drupal0%
Drupal0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5 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.
Drupal89%
16 of 18 labels negative · 12 of 14 models · 8 hard negative
“Drupal 7 stopped receiving official security and compatibility updates on January 5, 2025. Don't choose it for a new site” GPT-6 Luna, negative prompt
Contentful65%
15 of 23 labels negative · 12 of 14 models · 6 hard negative
“Headless CMS platforms like Contentful, Sanity, or similar tools should be avoided unless you truly need multi-channel publishing” Muse Glimmer 30B, negative prompt
Wix35%
15 of 43 labels negative · 11 of 14 models · 5 hard negative
“listed as an option to avoid for business websites due to limited customization, monthly fees, and less control over data” Llama 4 Maverick, negative prompt
WordPress15%
12 of 79 labels negative · 9 of 14 models
“WordPress is widely used, but the official docs stress that security depends on keeping the core, plugins, and themes updated... If you won't consistently do that, it can become risky.” GPT-5.4 mini, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
65 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. 688 links across 254 sites, every framing counted. Ranked by the number of answers carrying the site or page. 38 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · HubSpot37 answers · 54 citations · 13 models
24 answers · 28 citations · 9 models
vendor site · Hostinger24 answers · 24 citations · 10 models
21 answers · 26 citations · 8 models
15 answers · 18 citations · 8 models
vendor site · Webflow15 answers · 18 citations · 8 models
vendor site · LinkedIn13 answers · 17 citations · 5 models
publisher (Gane)13 answers · 15 citations · 6 models
10 answers · 10 citations · 7 models
10 answers · 10 citations · 7 models
vendor site · Brightspot9 answers · 11 citations · 7 models
9 answers · 9 citations · 6 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.
23 answers · 11 models
22 answers · 10 models
20 answers · 8 models
19 answers · 8 models
15 answers · 8 models
13 answers · 6 models
10 answers · 7 models
10 answers · 7 models
9 answers · 7 models
9 answers · 6 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 | 39% | 196 | 201,000 | 42,406 | 49,847,649 | $18 | 13 |
| Webflow CMS webflow.com | 23% | 130 | 714,656 | $690 | 59 | ||
| HubSpot parent site HubSpot Content Hub 23% | 23% | 318 | 368,000 | 9,776 | |||
| Wix wix.com | 4% | 185 | 673,000 | 21,881 | 4,049,160 | $1,858 | 119 |
| Framer framer.com | 2% | 44 | 74,000 | 3,142 | 198,173 | $13 | 106 |
| Elementor elementor.com | 2% | 9 | 22,200 | 2,477 | 371,931 | 80 | |
| WordPress (self-hosted) or WordPress.com's free tier | 2% | ||||||
| WordPress with Marketing Plugins | 2% | ||||||
| WordPress with appropriate plugins | 2% | ||||||
| self-hosted WordPress | 2% |
Google's top ten for the two searches hold 16 sites; 2 of them are among the sites the models cited here (blog.hubspot.com, sellingsignals.com). The first result for “best marketing website cms” is lilbigthings.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best marketing website CMS for a 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, WordPress with Marketing PluginsHubSpot Content Hub, WordPress with appropriate pluginsChangedWebflow CMSagainst: Contentful, StrapiWordPressagainst: Craft CMS, Statamicno first choiceagainst: Drupal, Magento Open Source, Sitecore Experience Platform, Webflow CMS, Wix, WordPress
Five alternatives
Contentful, Craft CMS, Statamic, Strapi, Webflow CMSThree alternatives
Craft CMS, Statamic, Webflow CMSFour alternatives
HubSpot Content Hub, Prismic, Storyblok, WordPressTwo alternatives
Squarespace, WixGPT-5.4 miniWebflow CMSWebflow CMSHeldWebflow CMSagainst: GhostWordPressagainst: HubSpot Content Hub, Webflow CMS, Wixno first choiceagainst: Drupal, Joomla, WordPress
Two alternatives
HubSpot Content Hub, WordPressFour alternatives
Contentful, HubSpot Content Hub, Sanity, WordPressFour alternatives
Contentful, HubSpot Content Hub, Storyblok, WordPressOne alternative
SquarespaceGemini 3.5 FlashWebflow CMSWebflow CMSHeldFramer, Webflow CMSWordPressFramer, Webflow CMSagainst: Contentful, Sanity, Strapi, WordPressagainst: Acquia Drupal, Adobe Commerce, Adobe Experience Manager, Contentful, Crownpeak, Divi, Drupal, Elementor, Hygraph, Joomla, Sanity, Sitecore Experience Platform, Strapi, WordPress
Three alternatives
Framer, HubSpot Content Hub, WordPressThree alternatives
Framer, HubSpot Content Hub, WordPressFour alternatives
HubSpot Content Hub, Squarespace, Wix, WordPressThree alternatives
Framer, HubSpot Content Hub, SquarespaceOne alternative
HubSpot Content HubPerplexity SonarWebflow CMSagainst: WixWordPressChangedHubSpot Content Hub, Webflow CMSagainst: StoryblokWordPressagainst: HubSpot Content Hub, Webflow CMSno first choiceagainst: Adobe Experience Manager, Contentful, Craft CMS, Drupal, Joomla, Sanity, Sitecore Experience Platform, Squarespace, Umbraco, Webflow CMS, Wix
Two alternatives
HubSpot Content Hub, WordPressTwo alternatives
HubSpot Content Hub, Webflow CMSThree alternatives
Ghost, Wix, WordPressTwo alternatives
Squarespace, WixGrok 4.20HubSpot Content HubHubSpot Content HubHeldWebflow CMS, WordPressagainst: Drupal, Ghost, WixWordPress (self-hosted) or WordPress.com's free tieragainst: Craft CMS, Drupalno first choiceagainst: Contentful, Squarespace, Wixagainst: Adobe Commerce, Adobe Experience Manager, Drupal, Joomla, Optimizely CMS, Sitecore Experience Platform, WordPress
Two alternatives
Webflow CMS, WordPressThree alternatives
Squarespace, Webflow CMS, WordPressTwo alternatives
HubSpot Content Hub, SquarespaceThree alternatives
Ghost, HubSpot Content Hub, WixFour alternatives
HubSpot Content Hub, Sanity, Webflow CMS, WordPressMistral SmallHubSpot Content HubElementor, Webflow CMS, WordPressChangedagainst: Adobe Experience Manager, HubSpot Content Hub, Medium, SquarespaceWordPressWix, WordPressagainst: HubSpot Content Hubno first choiceagainst: Contentful, HubSpot Content Hub, Joomla, Magento Open Source, Sanity, WordPress
Two alternatives
Webflow CMS, WordPressFour alternatives
Ghost, HubSpot Content Hub, Squarespace, Webflow CMSOne alternative
Webflow CMSDeepSeek V4 FlashHubSpot Content HubWebflow CMSChangedno first choiceagainst: Contentful, Sanity, StoryblokWordPressno first choiceagainst: Contentful, Wix, WordPressagainst: HubSpot Content Hub, Squarespace, Weebly, Wix, WordPress
Three alternatives
Elementor, Webflow CMS, WordPressTwo alternatives
HubSpot Content Hub, WordPressSeven alternatives
Framer, Ghost, HubSpot Content Hub, Squarespace, Webflow CMS, Wix, WordPressTwo alternatives
Squarespace, WixTwo alternatives
HubSpot Content Hub, Webflow CMSLlama 4 Maverickno first choiceHubSpot Content Hub, WordPressChangedHubSpot Content Hub, Webflow CMSWordPressno first choiceagainst: Contentful, Drupal, Wix
One alternative
Webflow CMSTwo alternatives
Ghost, WordPressThree alternatives
HubSpot Content Hub, Webflow CMS, WixQwen 3.7 FlashWebflow CMSWordPressChangedWebflow CMS, WordPressWordPressagainst: Squarespace, WixWebflow CMSagainst: Sitecore Experience Platform, Squarespace, Wixagainst: Adobe Commerce, Contentful, Drupal, HubSpot Content Hub, Joomla, Sanity, Storyblok, Weebly, WordPress
Two alternatives
HubSpot Content Hub, WordPressTwo alternatives
HubSpot Content Hub, Webflow CMSFour alternatives
HubSpot Content Hub, Kinsta, Squarespace, WP EngineTwo alternatives
Ghost, Hostinger Website BuilderFive alternatives
Contentful, Joomla, Sanity, Strapi, WordPressKimi K2HubSpot Content Hub, WordPressHubSpot Content HubChangedagainst: WordPressHubSpot Content Hub, Webflow CMSagainst: Contentful, Sanity, StrapiWix, WordPressHubSpot Content Hub, Webflow CMSagainst: Adobe Commerce, Adobe Experience Manager, Contentful, Drupal, Joomla, Optimizely CMS, Sitecore Experience Platform, Squarespace, Wix, WordPress
One alternative
Webflow CMSOne alternative
Webflow CMSTwo alternatives
Squarespace, WordPressOne alternative
SquarespaceThree alternatives
Elementor, Storyblok, WordPressGLM 4.7 FlashXWordPressagainst: DrupalWordPressHeldagainst: DrupalWordPressWordPressagainst: Shopify, Squarespaceno first choiceagainst: Adobe Experience Manager, Contentful, Drupal, Shopify, Sitecore Experience Platform, Squarespace, Strapi, TYPO3, Wix
Four alternatives
HubSpot Content Hub, Squarespace, Webflow CMS, WixTwo alternatives
HubSpot Content Hub, Webflow CMSFive alternatives
Ghost, HubSpot Content Hub, Squarespace, Webflow CMS, WixThree alternatives
Ghost, HubSpot Content Hub, WixMiniMax M2.5WordPressHubSpot Content Hub, WordPressChangedHubSpot Content HubWordPressno first choiceagainst: Adobe Commerce, Contentful, Drupal, Sanity, Webflow CMS, Wix
Two alternatives
HubSpot Content Hub, Webflow CMSOne alternative
Webflow CMSFour alternatives
Ghost, Squarespace, Webflow CMS, WordPressThree alternatives
Ghost, Webflow CMS, WixGPT-6 LunaWebflow CMSWebflow CMSHeldWordPressself-hosted WordPressno first choiceagainst: Drupal, Squarespace, Wix, WordPress
Two alternatives
HubSpot Content Hub, WordPressTwo alternatives
HubSpot Content Hub, WordPressFour alternatives
HubSpot Content Hub, Squarespace, Webflow CMS, WixOne alternative
WixMuse Glimmer 30BHubSpot Content Hub, WordPressHubSpot Content HubChangedHubSpot Content Hub, Webflow CMSWordPressno first choiceagainst: Contentful, Drupal, Sanity, Strapi
One alternative
Webflow CMSTwo alternatives
Webflow CMS, WordPressFour alternatives
Ghost, Squarespace, Wix, 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.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:35 | no | 0 | 6 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:20 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:31 | no | 0 | 15 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 13:14 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:47 | yes | 5 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:55 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:17 | yes | 17 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:55 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:36 | no | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:34 | yes | 10 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:11 | yes | 20 | 38 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:31 | yes | 5 | 16 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:16 | yes | 3 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:38 | yes | 15 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:07 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:35 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:51 | no | 0 | 12 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:56 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:10 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:24 | no | 0 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:44 | yes | 15 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:50 | yes | 9 | 4 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:45 | no | 0 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:50 | yes | 15 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:43 | yes | 10 | 20 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:21 | yes | 5 | 16 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:19 | yes | 3 | 9 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:55 | yes | 13 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:12 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:37 | yes | 4 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:22 | no | 0 | 15 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 14:08 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:33 | yes | 10 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:46 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:37 | yes | 24 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:03 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:52 | no | 0 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:25 | yes | 14 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:05 | yes | 17 | 23 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:43 | yes | 7 | 22 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:47 | yes | 7 | 18 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:45 | yes | 24 | 44 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:06 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:03 | no | 0 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:29 | yes | 5 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:55 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:13 | yes | 5 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:50 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:24 | yes | 20 | 18 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:33 | yes | 5 | 4 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:29 | yes | 10 | 44 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:15 | yes | 10 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:29 | yes | 10 | 98 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:27 | yes | 5 | 30 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:02 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:46 | yes | 14 | 15 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:09 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:08 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:04 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 13:58 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:35 | yes | 5 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:19 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:20 | yes | 18 | 44 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:03 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:39 | no | 0 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:31 | yes | 10 | 21 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:29 | yes | 14 | 25 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:26 | no | 0 | 201 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:49 | yes | 4 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:47 | yes | 15 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:10 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:21 | yes | 3 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:46 | no | 0 | 13 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 15:19 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:19 | yes | 16 | 20 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:02 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:58 | yes | 25 | 24 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:08 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:40 | yes | 10 | 35 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:18 | yes | 25 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:34 | yes | 23 | 30 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:06 | yes | 21 | 65 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:18 | yes | 3 | 12 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:50 | yes | 25 | 34 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 (enterprise Drupal) read as Acquia Drupal
HubSpot read as HubSpot Content Hub
Sitecore read as Sitecore Experience Platform
Webflow read as Webflow CMS
Unresolved, counted raw
StudioCart
WordPress (self-hosted) or WordPress.com's free tier
WordPress with Marketing Plugins
WordPress with appropriate plugins
Discontinued, still offered
No shut-down product was recommended here.