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. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
15%
Contested · HubSpot Content Hub 13%
15Contently13HubSpot Content Hub13Kapost59others
15% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: Contently (18%) replaces HubSpot Content Hub (19% then, 15% now), 2 points clear, inside the 11-point floor.Contently leads at 18%, replacing HubSpot Content Hub, which led at 19% and stands at 15% now: 2 points clear, inside the floor, so the swap reads as unsettled.
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
HubSpot Content Hub31%Contested▼−3Since September 2026: 31% → 28%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketHubSpot Content Hub33%Contested▲+4Since September 2026: 30% → 34%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
Contently15%Contested↗new leaderNew leader since September 2026: Contently (18%) replaces HubSpot Content Hub (19% then, 15% now), 2 points clear, inside the 11-point floor.This page
HubSpot Content Hub31%Contested▼−3Since September 2026: 31% → 28%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketHubSpot Content Hub33%Contested▲+4Since September 2026: 30% → 34%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseContently15%Contested↗new leaderNew leader since September 2026: Contently (18%) replaces HubSpot Content Hub (19% then, 15% now), 2 points clear, inside the 11-point floor.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Contently15%16%49accepted challenger▲+18Since September 2026: 0% → 18%, +18 points. Past the 11-point floor: movement. Read over the models both editions asked.0% → 18%
Contently15%16%49accepted challenger▲+18Since September 2026: 0% → 18%, +18 points. Past the 11-point floor: movement. Read over the models both editions asked.0% → 18%02
Kapost13%0%16accepted challenger▲+13Since September 2026: 2% → 15%, +13 points. Past the 11-point floor: movement. Read over the models both editions asked.2% → 15%
Kapost13%0%16accepted challenger▲+13Since September 2026: 2% → 15%, +13 points. Past the 11-point floor: movement. Read over the models both editions asked.2% → 15%03HubSpot Content Hub13%25%32criticized challenger▼−4Since September 2026: 19% → 15%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.19% → 15%
HubSpot Content Hub13%25%32criticized challenger▼−4Since September 2026: 19% → 15%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.19% → 15%04
Optimizely CMP7%9%11accepted challenger▼−5Since September 2026: 10% → 5%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 5%
Optimizely CMP7%9%11accepted challenger▼−5Since September 2026: 10% → 5%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 5%05
Optimizely CMS4%10%21accepted challenger▲+3Since September 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 5%
Optimizely CMS4%10%21accepted challenger▲+3Since September 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 5%06
Adobe Experience Manager4%38%16criticized challenger▲+5Since September 2026: 0% → 5%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 5%
Adobe Experience Manager4%38%16criticized challenger▲+5Since September 2026: 0% → 5%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 5%07
Adobe Marketo Engage2%8%12accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Adobe Marketo Engage2%8%12accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%08
Contentful2%29%17criticized challenger▼−2Since September 2026: 5% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.5% → 2%
Contentful2%29%17criticized challenger▼−2Since September 2026: 5% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.5% → 2%09
CoSchedule Marketing Suite2%50%14criticized challenger▼−2Since September 2026: 5% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.5% → 2%
CoSchedule Marketing Suite2%50%14criticized challenger▼−2Since September 2026: 5% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.5% → 2%Show the five products at 0%, ordered by negative rate
14
StoryChief0%30%10criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
StoryChief0%30%10criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%12
Sitecore0%27%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Sitecore0%27%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%11
Sprinklr Marketing0%21%19accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Sprinklr Marketing0%21%19accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%13
Skyword0%17%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Skyword0%17%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%10
Sitecore Content Hub0%9%11accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Sitecore Content Hub0%9%11accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 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 twenty-one head-to-head pages: the top seven products, each against each
HubSpot Content Hub vs CanvaHubSpot Content Hub vs ContentlyHubSpot Content Hub vs BufferCoSchedule Marketing Suite vs StoryChiefCoSchedule Marketing Suite vs Semrush Content Marketing PlatformCoSchedule Marketing Suite vs CanvaCoSchedule Marketing Suite vs ContentlyCoSchedule Marketing Suite vs BufferStoryChief vs Semrush Content Marketing PlatformStoryChief vs CanvaStoryChief vs ContentlyStoryChief vs BufferSemrush Content Marketing Platform vs CanvaSemrush Content Marketing Platform vs ContentlySemrush Content Marketing Platform vs BufferCanva vs ContentlyCanva vs BufferContently vs Buffer
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 →
0102030405060708091011121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Contently15%
Contently15%02Kapost13%
Kapost13%03HubSpot Content Hub13%
HubSpot Content Hub13%04Optimizely CMP7%
Optimizely CMP7%05Optimizely CMS4%
Optimizely CMS4%06Adobe Experience Manager4%
Adobe Experience Manager4%07Adobe Marketo Engage2%
Adobe Marketo Engage2%08Contentful2%
Contentful2%09CoSchedule Marketing Suite2%
CoSchedule Marketing Suite2%10Sitecore Content Hub0%
Sitecore Content Hub0%11Sprinklr Marketing0%
Sprinklr Marketing0%12Sitecore0%
Sitecore0%13Skyword0%
Skyword0%14StoryChief0%
StoryChief0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna 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.
Contently16%
8 of 49 labels negative · 8 of 14 models · 1 hard negative
“**Avoid** platforms that quote custom pricing (Contently, Sprinklr, Optimizely, Adobe AEM)” GLM 4.7 FlashX, budget prompt
HubSpot Content Hub25%
8 of 32 labels negative · 7 of 14 models · 1 hard negative
“Avoid: Pure Per-User Pricing ... Fine for small teams, costly at thousands of users.” DeepSeek V4 Flash, budget prompt
CoSchedule Marketing Suite50%
7 of 14 labels negative · 6 of 14 models · 4 hard negative
“SMB-First Orchestration & Calendar Tools (e.g., CoSchedule, StoryChief)... they lack the scaffolding required for a true global enterprise” Gemini 3.5 Flash, negative prompt
Adobe Experience Manager38%
6 of 16 labels negative · 4 of 14 models · 2 hard negative
“Marketo, Adobe Experience Manager, etc., lack public pricing—costs balloon with negotiations and add-ons” Grok 4.1 Fast, budget 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
78 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. 1187 links across 335 sites, every framing counted. Ranked by the number of answers carrying the site or page. 13 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.
51 answers · 110 citations · 11 models
vendor site · HubSpot45 answers · 62 citations · 12 models
vendor site · Gartner24 answers · 33 citations · 11 models
24 answers · 28 citations · 10 models
20 answers · 22 citations · 10 models
vendor site · SocialRails17 answers · 22 citations · 10 models
17 answers · 19 citations · 10 models
16 answers · 16 citations · 8 models
vendor site · Contently15 answers · 19 citations · 10 models
15 answers · 17 citations · 8 models
vendor site · Distribb15 answers · 15 citations · 8 models
vendor site · checkthat.ai14 answers · 17 citations · 8 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.
39 answers · 12 models
29 answers · 10 models
26 answers · 10 models
17 answers · 9 models
17 answers · 10 models
16 answers · 8 models
15 answers · 8 models
15 answers · 10 models
15 answers · 9 models
13 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 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 13%, HubSpot Marketing Hub 4% | 17% | 934 | 368,000 | 9,776 | |||
| Contently contently.com | 15% | 94 | 3,600 | 128,668 | 5,244 | ||
| Kapost uplandsoftware.com | 13% | 19 | 170 | 1 | 67,149 | $1,203 | 26 |
| Optimizely optimizely.com Optimizely CMP 7%, Optimizely CMS 4% | 11% | 237 | 60,500 | 36,211 | 200,757 company | $2 | 120 |
| Adobe parent site Adobe Experience Manager 4%, Adobe Workfront 4%, Adobe Marketo Engage 2% | 11% | 299 | 1,220,000 | 117,563 | |||
| Aprimo aprimo.com | 4% | 205 | 2,400 | 35 | 6,007 | 24 | |
| Adobe Experience Cloud adobe.com | 4% | 41 | 242,010,966 | $9,855 | 119 | ||
| Optimizely Content | 2% | 60,500 | 36,211 | ||||
| Contentful contentful.com | 2% | 139 | 12,100 | 128,668 | 99,730 | 75 | |
| Bynder bynder.com | 2% | 217 | 6,600 | 136 | 94,929 | 62 |
Google's top ten for the two searches hold 15 sites; 0 of them are among the sites the models cited here. 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 HubAprimo, KapostChangedAdobe Experience CloudMaestraagainst: Adobe Experience Cloudno first choiceagainst: Ahrefs, BuzzSumo, CoSchedule Marketing Suite, Contently
Three alternatives
Adobe Marketo Engage, Contently, Salesforce Marketing Cloud Account EngagementTwo alternatives
Screendragon, Sitecore Content HubEight alternatives
Adobe GenStudio, Adobe Real-Time CDP, Bloomreach, Contently, HubSpot Marketing Hub, Optimizely CMS, Percolate, Sitecore Content HubOne alternative
HubSpot Content HubGPT-5.4 miniAdobe Experience CloudAdobe WorkfrontChangedAdobe Experience ManagerBynderno first choicenothing named
Two alternatives
Contentful, Sprinklr MarketingThree alternatives
Opal, Optimizely CMP, Sprinklr MarketingFive alternatives
Acquia / Drupal Cloud, Bynder, Contentful, Optimizely CMS, SitecoreOne alternative
ContentlyGemini 3.5 FlashOptimizely CMPOptimizely CMPHeldagainst: Asana, Jira, Monday.comOptimizely CMPCoSchedule Marketing Suiteno first choiceagainst: Asana, Basic WordPress, CoSchedule Marketing Suite, HubSpot Content Hub, Monday.com, Squarespace, StoryChief, Trello, Upland Kapost, Wix
Six alternatives
Adobe Experience Manager, Adobe GenStudio, Contently, HubSpot Content Hub, Sitecore Content Hub, SkywordThree alternatives
Adobe GenStudio, Sitecore Content Hub, StoryteqSix alternatives
Adobe GenStudio, Aprimo Content Operations, Contently, Sitecore Content Hub, Sprinklr Marketing, StoryteqThree alternatives
Cloud Campaign, MediaValet, TenonPerplexity SonarAdobe Experience Cloud, Adobe Experience ManagerKapostChangedHubSpot Content Hub, HubSpot Marketing HubAdobe Experience Manageragainst: Contentlyno first choiceagainst: HubSpot Content Hub
Four alternatives
Acrolinx, Contently, Optimizely Content, Salesforce Marketing CloudTwo alternatives
CoSchedule Marketing Suite, HubSpot Content HubSix alternatives
Adobe Experience Manager, Contently, OpenText Extended ECM, Optimizely Content, Skyword, Sprinklr MarketingOne alternative
Optimizely ContentGrok 4.1 Fastno first choiceagainst: Adobe Experience Manager, Semrush Content Marketing PlatformKapostChangedOptimizely CMSagainst: Adobe Experience ManagerHubSpot Content Hubagainst: Adobe Experience Manager, Adobe Marketo Engage, CoSchedule Marketing Suite, Contentful, Contently, Jasper, Sprinklr Marketingno first choiceagainst: Braze, Contentful, HubSpot Content Hub, Mailchimp, Wix, WordPress
Four alternatives
HubSpot Marketing Hub, Optimizely CMS, Sitecore, Sprinklr MarketingFive alternatives
Adobe Experience Manager, Contentful, Contently, Monday.com, WrikeSix alternatives
Contentful, Contently, Kontent.ai, Sitecore, Skyword, Sprinklr MarketingTwo alternatives
Optimizely CMS, StoryChiefMistral SmallHubSpot Marketing HubContentful, KapostChangedno first choiceContently, HubSpot Content Hubno first choiceagainst: ActiveCampaign, Constant Contact, Contentful, Mailchimp, StoryChief, Upland Qvidian
Two alternatives
Contently, KapostFour alternatives
Airtable, Bynder, Monday.com, WrikeOne alternative
NarratoDeepSeek V4 FlashOptimizely CMSContentlyChangedagainst: GatherContentno first choiceagainst: Adobe Experience ManagerEmplifiagainst: CoSchedule Marketing Suite, Contentful, Contently, HubSpot Content Hub, Sprinklr Marketingno first choiceagainst: Buffer, CoSchedule Marketing Suite, ContentStudio, Hootsuite, Sitecore, SocialPilot, Sprout Social, StoryChief
Five alternatives
Adobe, Contently, HubSpot Content Hub, Kapost, Sprinklr MarketingTwo alternatives
Acrolinx, KapostOne alternative
Optimizely CMSLlama 4 MaverickOptimizely ContentContentlyChangedUberflipno first choiceno first choiceagainst: Contentful, Contently, Oracle Eloqua
Two alternatives
Journey Builder, Sight AIThree alternatives
CoSchedule Marketing Suite, Contentoo, trysight.aiThree alternatives
Adobe Experience Cloud, HubSpot Content Hub, Optimizely ContentQwen 3.7 FlashContentlyKapostChangedno first choicePostPlanifyagainst: ContentHubno first choiceagainst: Adobe Express, Canva, Copy.ai, Hootsuite, HubSpot Content Hub, Sprout Social, Squarespace, Weebly, Wix, WordPress, Writesonic
Three alternatives
Adobe Marketo Engage, HubSpot for Marketers, Sight AITwo alternatives
Contently, Sitecore Content HubFour alternatives
Adobe Experience Cloud, HubSpot Content Hub, Optimizely CMS, UberflipTwo alternatives
Sendible, StoryChiefKimi K2Optimizely CMSAprimoChangedagainst: Contentlyno first choiceContentlyagainst: Optimizely CMP, Sitecore Content Hub, Sprinklr Marketingno first choiceagainst: Adobe Experience Manager, CoSchedule Marketing Suite, HubSpot Content Hub, Sitecore
Four alternatives
Contently, HubSpot Content Hub, PathFactory, UberflipThree alternatives
Kapost, Seismic, Sitecore Content HubThree alternatives
Aprimo, Bynder, HubSpot Content HubGLM 4.7 FlashXAdobe Marketo EngageContentlyChangedAdobe Experience Manager, Sitecoreagainst: SeismicHubSpot Content Hubagainst: Adobe Experience Manager, ContentStudio, Contently, OpenText, Optimizely CMS, Semrush Content Marketing Platform, Sprinklr Marketingno first choicenothing named
Three alternatives
Contently, HubSpot Marketing Hub, PathFactoryFive alternatives
Aprimo, HubSpot Content Hub, Kapost, Screendragon, Sitecore Content HubSeven alternatives
Bloomreach, Contentful, Contently, HubSpot Marketing Hub, Kapost, Percolate, UberflipTwo alternatives
CoSchedule Marketing Suite, StoryChiefMiniMax M2.5HubSpot Content HubKapostChangedno first choiceContently, HubSpot Content Hub, Sendibleagainst: Jasperno first choicenothing named
Two alternatives
Contently, Semrush Content Marketing PlatformFive alternatives
Contently, Monday.com, Percolate, Sprinklr Marketing, UberflipTwo alternatives
ContentStudio, PostPlanifyGPT-6 LunaOptimizely CMPAdobe WorkfrontChangedAdobe GenStudioUniform DXPagainst: Kadanzano first choiceagainst: CoSchedule Marketing Suite, Contently, Lytho, Skyword, Upland Kapost
Three alternatives
Adobe Workfront, Aprimo, HubSpot Marketing HubOne alternative
ContentlyFour alternatives
Aprimo, Optimizely CMP, Sitecore Content Hub, StoryteqOne alternative
Content HarmonyMuse Glimmer 30BHubSpot Marketing HubUpland KapostChangedHubSpot Content Hub, TurtlPlanableagainst: HubSpot Content Hub, Optimizely CMSno first choiceagainst: Acquia, HubSpot Content Hub, Sitecore, Skyword, TikTok, X
Four alternatives
Adobe Marketo Engage, Contentful, Contently, Optimizely CMSOne alternative
AprimoSeven alternatives
Adobe GenStudio, Adobe Marketo Engage, Contently, Highspot, PathFactory, Seismic, UberflipTwo alternatives
AI Growth Agent, StoryChiefBold 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 10:34 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:34 | yes | 4 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:37 | yes | 12 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 12:49 | yes | 19 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:39 | yes | 22 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:12 | yes | 12 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:45 | yes | 23 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:03 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:03 | yes | 7 | 46 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:40 | yes | 20 | 36 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:35 | yes | 13 | 56 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:06 | yes | 10 | 24 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:33 | yes | 2 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:32 | yes | 14 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:55 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:37 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:49 | yes | 12 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:29 | yes | 20 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:15 | yes | 23 | 15 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:43 | no | 0 | 8 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:27 | yes | 25 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:51 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:00 | yes | 13 | 60 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:17 | yes | 22 | 33 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:51 | yes | 18 | 117 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:33 | no | 0 | 38 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:47 | yes | 2 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 14:15 | yes | 24 | 34 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:18 | yes | 16 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:53 | yes | 8 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:57 | yes | 33 | 32 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:55 | yes | 19 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:02 | yes | 22 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:03 | yes | 11 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:32 | yes | 22 | 38 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:07 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:13 | yes | 5 | 23 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 14:03 | yes | 25 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:08 | yes | 20 | 111 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:38 | yes | 23 | 32 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:44 | yes | 6 | 46 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:59 | yes | 22 | 42 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:00 | yes | 16 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:33 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:25 | yes | 14 | 38 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 07:46 | yes | 20 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:32 | yes | 22 | 48 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:07 | yes | 12 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:53 | yes | 24 | 56 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:32 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:23 | yes | 21 | 197 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:00 | yes | 24 | 36 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:48 | yes | 17 | 139 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:34 | yes | 23 | 65 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:10 | yes | 3 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:30 | yes | 23 | 33 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:43 | yes | 19 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:46 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:44 | yes | 9 | 29 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 07:50 | yes | 31 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:49 | yes | 14 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:15 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:56 | yes | 21 | 42 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:02 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 14:11 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:39 | yes | 21 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:04 | yes | 13 | 143 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:41 | yes | 5 | 47 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:08 | yes | 4 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:40 | yes | 12 | 30 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:07 | yes | 17 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:28 | yes | 4 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:05 | yes | 21 | 36 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:59 | yes | 20 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:03 | yes | 22 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:05 | yes | 14 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:26 | yes | 24 | 37 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:47 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:16 | yes | 18 | 65 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:22 | yes | 21 | 27 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:53 | yes | 21 | 93 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:24 | yes | 15 | 46 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:25 | yes | 3 | 31 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:12 | 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
Adobe AEM read as Adobe Experience Manager
CoSchedule read as CoSchedule Marketing Suite
CoSchedule (Marketing Suite) read as CoSchedule Marketing Suite
HubSpot read as HubSpot Content Hub
HubSpot (Content Hub) read as HubSpot Content Hub
HubSpot (Enterprise Suite) read as HubSpot Content Hub
HubSpot (Enterprise) read as HubSpot Content Hub
HubSpot (Free/Starter/HubSpot CRM) read as HubSpot Content Hub
Optimizely Content Marketing Platform read as Optimizely CMP
Optimizely Content Marketing Platform (CMP) read as Optimizely CMP
Semrush read as Semrush Content Marketing Platform
Semrush Content Toolkit read as Semrush Content Marketing Platform
Sprinklr read as Sprinklr Marketing
Unresolved, counted raw
AI Growth Agent
Acquia
Acquia / Drupal Cloud
Adobe
Aprimo Content Operations
Basic WordPress
GatherContent
Journey Builder
Lytho Planner, formerly DivvyHQ
OpenText Extended ECM
Oracle
Salesforce
Tenon
Uniform DXP
VizUp / newer entrants
WordPress with plugins
trysight.ai
Discontinued, still offered
No shut-down product was recommended here.