November 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index › GTM › Marketing › Content marketing · November 2026 Edition

Content marketing platforms

Asked as “content marketing platform”, and as “content planning and production tool for marketing teams”, on behalf of a mid-market B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen 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
52%
52HubSpot Content Hub22HubSpot Marketing Hub04Canva22others

52% of first choices, clear leader.

Since October 2026▲+19Since October 2026: 33% → 52%, +19 points. Past the 11-point floor: movement.HubSpot Content Hub held the lead, +19 points on 33%, past the floor.
ShowinginAll 112 categories in the November 2026 Edition →

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 fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01HubSpot Content Hub52%9%54endorsed leader▲+19Since October 2026: 33% → 52%, +19 points. Past the 11-point floor: movement.33% → 52%
02HubSpot Marketing Hub22%7%14accepted challenger▲+13Since October 2026: 9% → 22%, +13 points. Past the 11-point floor: movement.9% → 22%
03StoryChief4%0%13accepted challenger▼−3Since October 2026: 7% → 4%, −3 points. Inside the 11-point floor: within noise.7% → 4%
04Canva4%7%14accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
05CoSchedule Marketing Suite2%6%34accepted challenger▼−7Since October 2026: 9% → 2%, −7 points. Inside the 11-point floor: within noise.9% → 2%
06Optimizely CMP2%7%14accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
07WordPress2%0%11accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
08Monday.com2%10%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
09Surfer SEO2%8%12accepted 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
13Contently0%22%23accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
16Optimizely CMS0%20%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
10Semrush Content Marketing Platform0%13%30accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
14Asana0%8%12accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
11Buffer0%0%14accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
12Jasper0%0%14accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
15Notion0%0%11accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.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 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.
All twenty-eight head-to-head pages: the top eight 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 →
01
02
03
04
05
06
07
08
09
10
11
12
13
14
15
16
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01HubSpot Content Hub52%
02HubSpot Marketing Hub22%
03StoryChief4%
04Canva4%
05CoSchedule Marketing Suite2%
06Optimizely CMP2%
07WordPress2%
08Monday.com2%
09Surfer SEO2%
10Semrush Content Marketing Platform0%
11Buffer0%
12Jasper0%
13Contently0%
14Asana0%
15Notion0%
16Optimizely CMS0%

What they warned about

Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, 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.
Teads
83%
5 of 6 labels negative · 5 of 14 models · 3 hard negative
“Repeated complaints about fake/bot traffic delivered for paid campaigns, unexpected extra charges, refusal of refunds” DeepSeek V4 Flash, negative prompt
Contently
22%
5 of 23 labels negative · 5 of 14 models · 1 hard negative
“Some enterprise buyers recommend avoiding it due to unpredictable costs and slower turnaround times.” Mistral Small, negative prompt
Hootsuite
71%
5 of 7 labels negative · 5 of 14 models · 1 hard negative
“1.3/5 Trustpilot rating with hundreds of reviews... Fraudulent billing complaints” Kimi K2, negative prompt
Adobe Experience Manager
57%
4 of 7 labels negative · 4 of 14 models · 1 hard negative
“Several enterprise models flag it as a platform to avoid due to cost opacity and complexity.” Mistral Small, 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

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. 719 links across 283 sites, every framing counted. Ranked by the number of answers carrying the site or page. 54 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 · HubSpot28 answers · 40 citations · 11 models
vendor site · Software Advice20 answers · 26 citations · 9 models
publisher (Gane)18 answers · 18 citations · 10 models
16 answers · 17 citations · 10 models
vendor site · Brafton15 answers · 15 citations · 8 models
14 answers · 22 citations · 8 models
11 answers · 12 citations · 6 models
10 answers · 10 citations · 7 models
vendor site · Planable9 answers · 9 citations · 9 models
vendor site · Capterra8 answers · 15 citations · 4 models
vendor site · StoryChief8 answers · 13 citations · 6 models
vendor site · GetApp8 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.

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 productsShareOwn site citedName searches, GoogleAI search demand, est.Organic visitsPaid search a month, est.Google ads, last 30 days
HubSpot parent site
HubSpot Content Hub 52%, HubSpot Marketing Hub 22%, HubSpot for Marketers 2%
76%991368,0009,776
StoryChief storychief.io4%25320529,114
Canva canva.com4%18524,900,000183,42181,177,765101
CoSchedule Marketing Suite coschedule.com2%10020038,5021
Optimizely optimizely.com
Optimizely CMP 2%
2%2960,50036,211200,757 company$2120
WordPress wordpress.com2%196201,00042,40649,847,649$1813
Monday.com monday.com2%9874,0003,467691,961$164119
Surfer SEO surferseo.com2%1695,40014699,28822
Intuit mailchimp.com
Mailchimp 2%
2%328368,0006,8621,931,402$1,214107
Texta.ai texta.ai2%6

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
ModelDirect“What is the best content marketing platform for a mid-market B2B company?”Paraphrase“Which content planning and production tool for marketing teams would you recommend to a mid-sized B2B company?”Comparative“What are the top content marketing platforms and how do they differ?”Budget-constrained“What is the best content marketing platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a content marketing platform. What should we look at?”Negative“Which content marketing platforms should I avoid or be cautious about?”
Claude Haiku 4.5HubSpot Content Hub
Three alternativesContentstack, HubSpot Marketing Hub, Skyword Accelerator360
HubSpot Marketing HubChanged
Six alternativesBuffer, Canva, Contently, Jasper, Monday.com, Notion
HubSpot Marketing Hub
Four alternativesCoSchedule Marketing Suite, Contently, DivvyHQ, Semrush Content Marketing Platform
no first choice
Five alternativesGhost, HubSpot Content Hub, LinkedIn articles, Medium, Substack
no first choiceagainst: BuzzSumo, Contently, Kajabi, Substack, Uberflip, Welcome
GPT-5.4 miniHubSpot Content Hub
Two alternativesContently, Optimizely CMP
against: Adobe
Optimizely CMPChanged
Four alternativesAsana, CoSchedule Marketing Suite, Monday.com, Wrike
HubSpot Content Hub
Nine alternativesAdobe, Aprimo, Contentful, Contently, Optimizely CMS, Sitecore, Sprinklr Marketing, Storyteq, WordPress
HubSpot Content Hub
One alternativeWordPress
against: Ahrefs, Semrush Content Marketing Platform
no first choicenothing named
Gemini 3.5 FlashHubSpot Content Hub, HubSpot Marketing Hub
Seven alternativesClearVoice, Contently, MarketMuse, Optimizely CMP, Semrush Content Marketing Platform, StoryChief, Surfer SEO
against: Adobe GenStudio, Sitecore
StoryChiefChanged
Four alternativesAsana, CoSchedule Marketing Suite, HubSpot Content Hub, Monday.com
no first choice
Seven alternativesCoSchedule Marketing Suite, Contently, HubSpot Content Hub, Optimizely CMP, Semrush Content Marketing Platform, StoryChief, Surfer SEO
HubSpot Content Hub, WordPress
Five alternativesBrevo, Buffer, CoSchedule Marketing Suite, Ghost, MailerLite
against: HubSpot Content Hub, Kapost, Optimizely CMS, Welcome
no first choiceagainst: Asana, ClickUp, Monday.comagainst: Taboola, Teads
Perplexity SonarHubSpot Content Hub
Six alternativesAdobe GenStudio, Optimizely CMP, PathFactory, Semrush Content Marketing Platform, Skyword, Uberflip
HubSpot Content HubHeld
Four alternativesAsana, CoSchedule Marketing Suite, Contentoo, Planable
HubSpot Content Hub
Eleven alternativesAhrefs, BuzzSumo, Clearscope, CoSchedule Marketing Suite, Contently, Optimizely CMP, Semrush Content Marketing Platform, Skyword360, StoryChief, Surfer SEO, Uberflip
HubSpot Content Hub
Seven alternativesCanva, CoSchedule Marketing Suite, ContentStudio, Google Analytics 4, Google Search Console, Mailercloud, Notion
no first choiceagainst: Adobe GenStudio, Ahrefs, FollowerPanel, GetAFollower, Hootsuite, MediaMister, Promotid, Semrush Content Marketing Platform, SocialPanel, Socialboom, Surfer SEO, Uberflip, UpViews, Viralyft
Grok 4.20HubSpot Content Hub
Three alternativesCoSchedule Marketing Suite, Monday.com, Semrush Content Marketing Platform
against: Oracle Content Management, Seismic
HubSpot Content HubHeld
Six alternativesAsana, ClickUp, CoSchedule Marketing Suite, Monday.com, Semrush Content Marketing Platform, Wordtune
against: Contently, Skyword
HubSpot Content Hub, Semrush Content Marketing Platform
Three alternativesContentful, Contently, Skyword
against: Adobe Experience Manager
Canva, Mailchimp
Five alternativesGoogle Workspace, Hootsuite, Jasper, WordPress, Writesonic
against: HubSpot Content Hub, Joomag, Semrush Content Marketing Platform
no first choice
Seven alternativesBuffer, Clearscope, Contently, HubSpot Content Hub, Optimizely CMP, Semrush Content Marketing Platform, StoryChief
against: Sprinklr Marketing
against: Brandwatch, Hootsuite, HubSpot Content Hub, Taboola, Teads
Mistral SmallHubSpot Content Hub, HubSpot Marketing Hub
Four alternativesContentful, Contentstack, Marq Team, Semrush Content Marketing Platform
HubSpot Content HubChanged
Three alternativesCoSchedule Marketing Suite, Nukipa, Planable
HubSpot Content Hub
Seven alternativesAsana, Canva, CoSchedule Marketing Suite, Contently, Moz, Semrush Content Marketing Platform, Wordbrew
HubSpot Marketing Hub
Three alternativesBuffer, Jasper Chat, Notion
no first choiceagainst: Adobe Experience Manager, Adobe Marketo Engage, CoSchedule Marketing Suite, Contently, Google+, HubSpot Content Hub, SlideShare
DeepSeek V4 FlashHubSpot Content Hub
Two alternativesCoSchedule Marketing Suite, Semrush Content Marketing Platform
HubSpot Content HubHeld
Four alternativesAsana, ClickUp, CoSchedule Marketing Suite, StoryChief
HubSpot Content Hub, Semrush Content Marketing Platform
Four alternativesCoSchedule Marketing Suite, ContentStudio, DivvyHQ, Optimizely CMP
against: Adobe Experience Manager
HubSpot Marketing Hub
Three alternativesBuffer, Canva, Mailchimp
no first choiceagainst: Creatify, CreatorBuddy.io, HeyGen, Make UGC / Zeely, PropellerAds, Push.House, RichAds, Semrush Content Marketing Platform, Teads, Wishpond
Llama 4 MaverickHubSpot Content Hub, HubSpot Marketing Hub
Four alternativesBuzzSumo, Optimizely CMP, PathFactory, Semrush Content Marketing Platform
HubSpot Content HubChanged
Seven alternativesAgorapulse, Buffer, CoSchedule Marketing Suite, Loomly, Notion, Planable, SocialPilot
no first choiceSurfer SEO
Two alternativesJasper Chat, Mailercloud
no first choiceagainst: Blab, Google+, Hootsuite, HubSpot Marketing Hub, SlideShare, TikTok, Twitter
Qwen 3.7 FlashHubSpot Marketing Hub
Four alternativesAhrefs, Clearscope, PathFactory, Semrush Content Marketing Platform
HubSpot Content HubChanged
Three alternativesAsana, ClickUp, CoSchedule Marketing Suite
HubSpot Content Hub
Seven alternativesAdobe Experience Manager, Brafton CMP, Contentstack, Optimizely CMS, Sitecore, Skyword, Storyblok
HubSpot Content Hub
Four alternativesCanva, Jasper, Mailercloud, Texta.ai
no first choiceagainst: Adobe Experience Manager, CoSchedule Marketing Suite, Contently, Facebook, Google+, HubSpot Content Hub, MarketPro / Marketo, Optimizely CMS, Pinterest, SlideShare, Sprinklr Marketing, Twitter
Kimi K2HubSpot Content Hub
Two alternativesSemrush Content Marketing Platform, StoryChief
against: Optimizely CMP
StoryChiefChanged
Four alternativesAsana, CoSchedule Marketing Suite, HubSpot Content Hub, Monday.com
no first choice
Nine alternativesCoSchedule Marketing Suite, Contently, HubSpot Content Hub, Jasper, Optimizely CMS, Semrush Content Marketing Platform, Sitecore, Skyword, Sprinklr Marketing
HubSpot Content Hub
Three alternativesCanva, Mailchimp, Notion
no first choiceagainst: Contentful, Contently, Fanfix.io, Fiverr, Hootsuite, Keymailer, Taboola, Teads, Textbroker, iWriter
GLM 4.7 FlashXHubSpot Content Hub
Three alternativesActiveCampaign, Adobe Marketo Engage, Salesforce Marketing Cloud Account Engagement
HubSpot Content HubHeld
Five alternativesAirtable, Asana, CoSchedule Marketing Suite, Contently, Planable
no first choiceCanva, Texta.ai
Four alternativesBuffer, Google Analytics 4, Mailchimp, Moz
against: Ahrefs, Hootsuite
no first choicenothing named
MiniMax M2.5HubSpot Marketing Hub
Three alternativesBrafton Content Marketing Platform, Optimizely CMS, Sprinklr Marketing
HubSpot Content Hub, Monday.comChanged
Three alternativesJasper, Planable, Semrush Content Marketing Platform
HubSpot Content Hub
Four alternativesAdobe Marketo Engage, Salesforce Marketing Cloud Account Engagement, Webflow, WordPress
HubSpot Marketing Hub, MailerLite
Two alternativesBuffer, Jasper
no first choicenothing named
GPT-6 LunaHubSpot for Marketers
Two alternativesCoSchedule Marketing Suite, Optimizely CMP
CoSchedule Marketing SuiteChanged
Two alternativesAsana, Wrike
no first choice
Seven alternativesAdobe GenStudio, CoSchedule Marketing Suite, Contentful, Contently, HubSpot Content Hub, Optimizely CMP, Semrush Content Marketing Platform
HubSpot Content Hub
One alternativeBuffer
against: Canva
no first choicenothing named
Muse Glimmer 30BHubSpot Content Hub
Four alternativesAdobe GenStudio, CoSchedule Marketing Suite, Contentful, Optimizely CMP
HubSpot Content Hub, HubSpot Marketing HubChanged
Two alternativesCoSchedule Marketing Suite, Planable
no first choiceHubSpot Marketing Hub
Six alternativesBuffer, Canva, Google Analytics 4, Google Search Console, Texta.ai, Writesonic
against: Jasper Chat
no first choiceagainst: ArticleBase, ArticleCube, EzineArticles, Facebook, LinkedIn articles, MGID, Medium, Reddit, Revcontent, Sooper Articles, Taboola, Teads, TikTok, X/Twitter
Bold 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.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 14:57yes98 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 15:01yes36 s
Direct recommendationGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 10:16yes623 s
Direct recommendationPerplexity Sonarsonar2026-11-01 12:46yes104 s
Direct recommendationGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 16:57yes57 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-11-01 13:13yes54 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 08:34yes2321 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 09:15yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 16:14yes1044 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-11-01 17:30yes1354 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 15:29yes1559 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 16:39yes521 s
Direct recommendationGPT-6 Lunagpt-6-luna2026-11-01 14:04yes318 s
Direct recommendationMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 15:01yes1214 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 12:15yes189 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 11:55yes35 s
ParaphraseGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 16:26yes723 s
ParaphrasePerplexity Sonarsonar2026-11-01 13:50yes103 s
ParaphraseGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 15:21yes57 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-11-01 08:53yes55 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 17:21yes2341 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 14:06yes52 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 09:29yes520 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-11-01 12:54yes2452 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 16:29yes1013 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 10:51yes525 s
ParaphraseGPT-6 Lunagpt-6-luna2026-11-01 12:31yes315 s
ParaphraseMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 09:01yes1418 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 14:05yes108 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 11:21yes56 s
ComparativeGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 15:22no016 s
ComparativePerplexity Sonarsonar2026-11-01 12:11yes105 s
ComparativeGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 14:41yes1013 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-11-01 10:36yes58 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 08:38yes2330 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 10:34yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 09:05yes1577 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-11-01 09:59yes1439 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 14:59yes1032 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 12:09no031 s
ComparativeGPT-6 Lunagpt-6-luna2026-11-01 12:11yes929 s
ComparativeMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 09:35yes1425 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 16:19no04 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 16:26yes35 s
Budget constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 13:10no012 s
Budget constrainedPerplexity Sonarsonar2026-11-01 09:17yes103 s
Budget constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 15:07yes510 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 09:57yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 13:17yes911 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 13:35yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 11:27yes534 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 17:35yes1031 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 09:37yes918 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 12:14yes527 s
Budget constrainedGPT-6 Lunagpt-6-luna2026-11-01 13:25yes311 s
Budget constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 12:34yes1321 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 11:16no06 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 11:31no05 s
Scale constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 10:53no015 s
Scale constrainedPerplexity Sonarsonar2026-11-01 09:29yes107 s
Scale constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 13:51yes513 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 09:27no08 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 10:51yes1831 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 12:22yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 17:20no031 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 10:17yes1028 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 12:14yes1524 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 09:16no027 s
Scale constrainedGPT-6 Lunagpt-6-luna2026-11-01 09:47yes320 s
Scale constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 16:39yes1322 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 15:21yes209 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 10:09yes05 s
Negative framingGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 10:45yes917 s
Negative framingPerplexity Sonarsonar2026-11-01 10:22yes104 s
Negative framingGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 17:12yes1411 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-11-01 12:06yes55 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 11:03yes2547 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 17:28yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 09:19yes530 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-11-01 15:23yes2564 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 12:46yes23227 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 12:54no018 s
Negative framingGPT-6 Lunagpt-6-luna2026-11-01 17:24yes312 s
Negative framingMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 14:38yes2333 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
Brafton read as Brafton Content Marketing Platform
CoSchedule read as CoSchedule Marketing Suite
CoSchedule (Marketing Suite) read as CoSchedule Marketing Suite
HubSpot read as HubSpot Content Hub
HubSpot (Content Hub / Marketing Hub) read as HubSpot Content Hub
HubSpot (Content Hub) read as HubSpot Content Hub
HubSpot (Free & Starter Tier) read as HubSpot Content Hub
HubSpot (Marketing Hub) read as HubSpot Content Hub
HubSpot Marketing read as HubSpot Marketing Hub
HubSpot's free tier read as HubSpot Content Hub
LinkedIn read as LinkedIn articles
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 read as Semrush Content Marketing Platform
Semrush (Content Marketing Toolkit) read as Semrush Content Marketing Platform
Semrush (Content Platform) read as Semrush Content Marketing Platform
Semrush Content Toolkit read as Semrush Content Marketing Platform
Sprinklr read as Sprinklr Marketing
Unresolved, counted raw
Acquia (Drupal)
Adobe
ArticleBase
ArticleCube
Blab
Brafton CMP
CloudCampaign
CreatorBuddy.io
EzineArticles
Fanfix.io
FollowerPanel
GetAFollower
Google
Google+
GrowthAgent
Joomag
Keymailer
Make UGC / Zeely
MarketPro / Marketo
MediaMister
Meta
Narrareach
Nukipa
Promotid
Push.House
Salesforce
SocialPanel
Socialboom
Sooper Articles
Unsplash
UpViews
Wordbrew
Wordtune
Discontinued, still offered
No shut-down product was recommended here.
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