Content marketing platforms for enterprise buyers
Asked as “content marketing platform”, and as “content planning and production tool for marketing teams”, on behalf of an enterprise B2B company. 42 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Gane, the publisher, sells software in this category. Every product here is measured by the same method as in every other category. How the conflict is handled.
Standing · first-choice share
19%
Contested · Aprimo 10%
19HubSpot Content Hub10Aprimo10Optimizely CMP62others
19% of first choices, 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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the nine 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.
Head to head
HubSpot Content Hub vs CoSchedule Marketing SuiteHubSpot Content Hub vs AsanaHubSpot Content Hub vs StoryChief
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.All fifteen head-to-head pages: the top six products, each against each
HubSpot Content Hub vs BufferHubSpot Content Hub vs CanvaCoSchedule Marketing Suite vs AsanaCoSchedule Marketing Suite vs StoryChiefCoSchedule Marketing Suite vs BufferCoSchedule Marketing Suite vs CanvaAsana vs StoryChiefAsana vs BufferAsana vs CanvaStoryChief vs BufferStoryChief vs CanvaBuffer vs Canva
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
14
15Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01HubSpot Content Hub19%
HubSpot Content Hub19%02Optimizely CMP10%
Optimizely CMP10%03Contentful5%
Contentful5%04HubSpot Marketing Hub5%
HubSpot Marketing Hub5%05CoSchedule Marketing Suite5%
CoSchedule Marketing Suite5%06Optimizely CMS2%
Optimizely CMS2%07Adobe GenStudio0%
Adobe GenStudio0%08Contently0%
Contently0%09Seismic0%
Seismic0%10Skyword Accelerator3600%
Skyword Accelerator3600%11Adobe Experience Manager0%
Adobe Experience Manager0%12Skyword0%
Skyword0%13Sprinklr Marketing0%
Sprinklr Marketing0%14Sanity0%
Sanity0%15Sitecore0%
Sitecore0%What they warned about
Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, 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.
HubSpot Content Hub26%
8 of 31 labels negative · 8 of 12 models
“HubSpot Content Hub can work well for many teams, but enterprises should verify whether its governance, customization, and separation-of-duties needs are enough” GPT-5.4 mini, negative prompt
Adobe Experience Manager27%
4 of 15 labels negative · 4 of 12 models · 1 hard negative
“Platforms to Avoid ... Custom pricing, typically $150K-$500K+ annually, complex licensing” Kimi K2, budget prompt
Contentful19%
5 of 26 labels negative · 4 of 12 models · 1 hard negative
“Pricing Models to Avoid: - Usage-based pricing (Contentful Lite, Braze) - unpredictable costs” GLM 4.7 FlashX, budget prompt
Contently21%
5 of 24 labels negative · 4 of 12 models · 1 hard negative
“Quote-only pricing, per-team subscriptions plus Content Funds” Kimi K2, budget 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
22 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. 327 links across 161 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 · HubSpot13 answers · 14 citations · 4 models
vendor site · Gartner9 answers · 14 citations · 4 models
8 answers · 15 citations · 2 models
vendor site · Improvado8 answers · 8 citations · 3 models
vendor site · Storyteq6 answers · 10 citations · 3 models
vendor site · CoreMedia6 answers · 6 citations · 2 models
vendor site · Adobe5 answers · 8 citations · 2 models
5 answers · 5 citations · 3 models
vendor site · Optimizely4 answers · 6 citations · 2 models
4 answers · 6 citations · 1 model
vendor site · StoryChief4 answers · 5 citations · 2 models
4 answers · 5 citations · 3 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.
12 answers · 3 models
8 answers · 3 models
6 answers · 3 models
5 answers · 2 models
5 answers · 3 models
5 answers · 2 models
4 answers · 2 models
4 answers · 2 models
3 answers · 1 model
3 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 content marketing platform”, “content marketing platform”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days |
|---|---|---|---|---|---|---|---|
| HubSpot parent site HubSpot Content Hub 19%, HubSpot Marketing Hub 5%, HubSpot for Marketers 2% | 26% | 991 | 368,000 | 9,776 | |||
| Optimizely optimizely.com Optimizely CMP 10%, Optimizely CMS 2% | 12% | 229 | 60,500 | 36,211 | 200,757 company | $2 | 120 |
| Aprimo aprimo.com | 10% | 232 | 2,400 | 35 | 6,007 | 24 | |
| Contentful contentful.com | 5% | 130 | 12,100 | 128,668 | 99,730 | 75 | |
| CoSchedule Marketing Suite coschedule.com | 5% | 100 | 20 | 0 | 38,502 | 1 | |
| PathFactory pathfactory.com | 5% | 8 | |||||
| Monday.com monday.com | 5% | 98 | 74,000 | 3,467 | 691,961 | $164 | 119 |
| WordPress wordpress.com | 5% | 196 | 201,000 | 42,406 | 49,847,649 | $18 | 13 |
| Sitecore Content Hub sitecore.com | 2% | 7 | 140 | 3 | 32,655 | $109 | 31 |
| Kapost uplandsoftware.com | 2% | 13 | 170 | 1 | 67,149 | $1,203 | 26 |
Google's top ten for the two searches hold 15 sites; 1 of them are among the sites the models cited here (eesel.ai). The first result for “best content marketing platform” is adroitte.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 content marketing platform for an enterprise B2B company?”Paraphrase“Which content planning and production tool for marketing teams would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade content marketing platforms and how do they differ?”Budget-constrained“What is the best content marketing platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a content marketing platform. What should we look at?”Negative“Which content marketing platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5HubSpot Content HubContentooChangedHubSpot Content Hub, Optimizely CMSMaestraagainst: Braze, HubSpot Content Hubno first choiceagainst: Adobe Experience Cloud, WordPress
Five alternatives
Adobe Marketo Engage, ContentStudio, Hootsuite Insights, Salesforce Cloud, WebflowFour alternatives
Contentful, Jasper, Kapost, OktopostThree alternatives
Adobe Experience Manager, Contentful, SitecoreOne alternative
Sprinklr MarketingGPT-5.4 miniHubSpot Content Hubagainst: Adobe Experience Manager, SitecoreAdobe WorkfrontChangedAdobe Experience Manager (AEM) SitesContentfulagainst: Adobe enterprise offeringsno first choiceagainst: Contently, HubSpot Content Hub
One alternative
ContentfulTwo alternatives
Asana, ContentfulFour alternatives
Acquia Drupal, Acquia Source, Contentful, SitecoreOne alternative
SanityGemini 3.5 FlashOptimizely CMPOptimizely CMPHeldOptimizely CMPWordPressagainst: Asana, Monday.comno first choiceagainst: Contentful, Sanity, Strapi
Four alternatives
Adobe GenStudio, Contently, HubSpot Content Hub, Sitecore Content HubTwo alternatives
Adobe GenStudio, Sprinklr MarketingSix alternatives
Adobe GenStudio, Contently, HubSpot Content Hub, HubSpot Marketing Hub, Sitecore Content Hub, StoryteqFour alternatives
Amplience, Liferay DXP, ProofHub, SanityPerplexity SonarHubSpot Content HubOpalChangedno first choiceHubSpot Content Hub, HubSpot Marketing Hubagainst: Contently, Optimizely CMS, Sitecoreno first choiceagainst: ActiveCampaign, Adobe Marketo Engage, Buffer, Facebook Ads Manager, Hootsuite, LinkedIn Campaign Manager, Metricool
Two alternatives
Adobe GenStudio, Optimizely CMPFour alternatives
Airtable, HubSpot Content Hub, HubSpot Marketing Hub, StoryChiefSeven alternatives
Adobe Experience Cloud, Adobe GenStudio, Contently, Optimizely CMP, Seismic, Sitecore Content Hub, Skyword Accelerator360Grok 4.20Optimizely CMSUpland KapostChangedno first choiceHubSpot Content Hubagainst: Adobe Experience Manager, Asana, Contentful, Kontent.ai, Monday.com, Sanity, Workfrontno first choiceagainst: Agorapulse, Buffer, CoSchedule Marketing Suite, ContentStudio, Contentful, Hootsuite, HubSpot Content Hub, SocialPilot, WordPress, eesel AI
Five alternatives
Contently, HubSpot Content Hub, Sitecore, Skyword, Sprinklr MarketingFour alternatives
Contently, Seismic, Sitecore Content Hub, SkywordOne alternative
CoSchedule Marketing SuiteMistral SmallHubSpot Content HubMonday.comChangedSitecore Content HubHubSpot Marketing Hubno first choiceagainst: Sitecore 8 and earlier, older WordPress installations
Four alternatives
Adobe Experience Manager, Contentful, Optimizely One, Sitecore Experience PlatformFour alternatives
Airtable, Asana, Contentful, WrikeSix alternatives
Adobe GenStudio, Contently, HubSpot Content Hub, Optimizely Content Management, Seismic, Skyword Accelerator360Three alternatives
Adobe Experience Manager, Contentful, Stockpress EssentialDeepSeek V4 FlashHubSpot Content HubAprimoChangedagainst: CoSchedule Marketing SuiteOptimizely CMSContentfulagainst: HubSpot Marketing Hubno first choiceagainst: HubSpot Content Hub, Kentico Xperience, Squarespace, Wix, WordPress
Four alternatives
Adobe GenStudio, Contently, Optimizely CMP, SkywordTwo alternatives
Contently, Upland KapostTen alternatives
Adobe, Bloomreach, Contentful, Contently, HubSpot Content Hub, Seismic, Sitecore, Skyword, Sprinklr Marketing, StoryteqTwo alternatives
DivvyHQ, KapostLlama 4 MaverickCoSchedule Marketing SuiteCoSchedule Marketing SuiteHeldno first choiceHubSpot Content Hubno first choicenothing named
One alternative
ContentlyOne alternative
ContentlyThree alternatives
Adobe GenStudio, Optimizely CMP, Skyword Accelerator360Qwen 3.7 FlashOptimizely CMP, PathFactoryAsana, Monday.comChangedSitecore Content HubConvertMate, PostPlanify, StoryChiefagainst: Adobe Experience Manager, Contentful, HubSpot Content Hub, Salesforce Marketing Cloud, Sitecoreno first choiceagainst: AWeber, Cision, Constant Contact, GoDaddy Site Builder, Mailchimp, Muck Rack, Sprinklr Marketing, Squarespace, Weebly, Wix
Six alternatives
AttributeIQ, Contentful, Contentstack, Highspot, Papirfly, SeismicTwo alternatives
Adobe Workfall, AirtableFive alternatives
Contentful, Contently, HubSpot Marketing Hub, Seismic, SkywordOne alternative
Pepper ContentKimi K2Optimizely CMPagainst: Adobe GenStudio, ContentlyAprimoChangedno first choiceKapostagainst: Adobe Experience Manager, Contently, Optimizely CMP, Sitecore, Skyword, Uberflipno first choiceagainst: ClearVoice, Curata, Gushwork, HubSpot Content Hub, Kapost, NewsCred, Percolate, Search Atlas, TryProfound
Two alternatives
HubSpot Content Hub, Skyword Accelerator360Four alternatives
Adobe Experience Manager, Adobe Workfront, Contently, Optimizely CMPSeven alternatives
Adobe Experience Manager, Contentful, Contently, Kapost, Percolate, Sitecore, Skyword360Four alternatives
Contentful, HubSpot Marketing Hub, Maestra, WriterFive alternatives
Adobe Experience Manager, Contentful, Kontent, Percolate, SanityGLM 4.7 FlashXPathFactoryAprimoChangedAdobe Experience CloudWordPressagainst: Braze, Contentful, HubSpot Content Hubno first choiceagainst: WordPress
Four alternatives
Adobe Marketo Engage, Contentful, HubSpot Content Hub, WelcomeFour alternatives
Contently, Opal, Screendragon, WriterFive alternatives
Contently, HubSpot Marketing Hub, Optimizely CMP, Salesforce Marketing Cloud, Skyword Accelerator360Three alternatives
Lark, Sanity, StoryChiefMiniMax M2.5HubSpot for MarketersAprimo, Sitecore Content HubChangedHubSpot Content HubClearscopeagainst: Contently, HubSpot Content Hub, Salesforce Marketing Cloud, Sprout Socialno first choicenothing named
Three alternatives
Adobe GenStudio, Optimizely CMP, Skyword Accelerator360One alternative
PercolateFour alternatives
Adobe GenStudio, Optimizely CMP, Seismic, SkywordThree alternatives
Contentpace, Emplifi, PlanableBold 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 | 2026-09-15 05:02 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:42 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:45 | yes | 24 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 03:54 | yes | 20 | 17 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) | 2026-09-15 00:22 | yes | 0 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:15 | yes | 0 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:27 | yes | 0 | 46 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:33 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 22:57 | yes | 0 | 37 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:04 | yes | 0 | 38 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:25 | yes | 0 | 202 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:15 | yes | 0 | 9 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:39 | yes | 18 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:16 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:52 | yes | 10 | 18 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 02:52 | yes | 17 | 5 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 23:24 | yes | 0 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:05 | no | 0 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:20 | yes | 0 | 46 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:25 | yes | 0 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:38 | no | 0 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:40 | yes | 0 | 38 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:33 | yes | 0 | 18 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:03 | yes | 0 | 39 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:56 | yes | 14 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:19 | yes | 8 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:41 | yes | 33 | 30 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-14 23:57 | yes | 20 | 12 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 04:45 | yes | 0 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:57 | yes | 0 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:06 | yes | 0 | 34 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:28 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:05 | yes | 0 | 16 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:42 | yes | 0 | 45 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:43 | yes | 0 | 13 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:09 | yes | 0 | 14 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:56 | yes | 15 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:46 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:32 | yes | 16 | 32 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 00:02 | yes | 19 | 7 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) | 2026-09-14 23:11 | yes | 0 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:50 | yes | 0 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 01:27 | yes | 0 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:09 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:43 | yes | 0 | 55 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:15 | yes | 0 | 43 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:22 | yes | 0 | 32 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:18 | yes | 0 | 74 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:26 | yes | 17 | 15 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:32 | yes | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:01 | yes | 10 | 28 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 04:51 | yes | 20 | 10 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 03:22 | yes | 0 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:27 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:40 | yes | 0 | 53 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:52 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:33 | yes | 0 | 45 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:27 | yes | 0 | 51 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:16 | yes | 0 | 23 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:27 | yes | 0 | 15 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:48 | yes | 16 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:05 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:13 | yes | 17 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 02:07 | yes | 20 | 7 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) | 2026-09-14 23:07 | yes | 0 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:33 | yes | 0 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:28 | yes | 0 | 55 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:48 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 22:53 | yes | 0 | 35 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:20 | yes | 0 | 54 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:24 | yes | 0 | 75 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:34 | yes | 0 | 36 s |
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
CoSchedule read as CoSchedule Marketing Suite
HubSpot read as HubSpot Content Hub
HubSpot (Content Hub + Marketing Hub) read as HubSpot Content Hub
HubSpot Content/Marketing Hub read as HubSpot Content Hub
Optimizely Content Marketing Platform read as Optimizely CMP
Optimizely Content Marketing Platform (CMP) read as Optimizely CMP
Sprinklr read as Sprinklr Marketing
Unresolved, counted raw
Acquia Source
Adobe
Adobe (GenStudio/Experience Manager)
Adobe Workfall
Adobe enterprise offerings
Amplience
Contentpace
Enterprise WordPress (VIP, WP Engine)
GoDaddy Site Builder
Gushwork
Optimizely Content Management (GenStudio)
Papirfly
Pepper Content
Salesforce Cloud
TryProfound
older WordPress installations
Discontinued, still offered
No shut-down product was recommended here.