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. 43 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
30%
Contested · Asana 12%
30HubSpot Content Hub12Asana12CoSchedule Marketing Suite47others
30% 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 a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the six 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.
Google Analytics 4 is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other eleven models zero times of 44. Lab treatment is defined on the method page; the row is marked, not excluded.
Head to head
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
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01HubSpot Content Hub30%
HubSpot Content Hub30%02CoSchedule Marketing Suite12%
CoSchedule Marketing Suite12%03Asana12%
Asana12%04StoryChief7%
StoryChief7%05Buffer5%
Buffer5%06Canva2%
Canva2%07Semrush Content Marketing Platform0%
Semrush Content Marketing Platform0%08Google Analytics 40%
Google Analytics 40%09Contently0%
Contently0%10Adobe GenStudio0%
Adobe GenStudio0%11Optimizely CMP0%
Optimizely CMP0%12Jasper0%
Jasper0%What they warned about
Zero of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, 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.
LinkedIn articles100%
4 of 4 labels negative · 4 of 12 models
“Organically, LinkedIn is arguably the best B2B content marketing platform available today. However, LinkedIn Paid Ads are a completely different story.” Gemini 3.5 Flash, negative prompt
TikTok100%
4 of 4 labels negative · 4 of 12 models
“Social media platforms like TikTok, Instagram, X (formerly Twitter), and LinkedIn offer discovery but don't provide a direct, portable relationship with your audience” Claude Haiku 4.5, negative prompt
Content360.io100%
3 of 3 labels negative · 3 of 12 models · 2 hard negative
“Scam allegations - Multiple reports of being a "total scam" with unresolved refund requests” GLM 4.7 FlashX, negative prompt
Instagram100%
3 of 3 labels negative · 3 of 12 models · 1 hard negative
“risky or not worth using for content marketing, such as Twitter (X) and Instagram” Llama 4 Maverick, negative 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
21 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. 282 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 · HubSpot12 answers · 19 citations · 4 models
11 answers · 14 citations · 3 models
vendor site · StoryChief7 answers · 10 citations · 2 models
vendor site · Gartner7 answers · 7 citations · 3 models
vendor site · Omnibound7 answers · 7 citations · 3 models
6 answers · 8 citations · 2 models
vendor site · SocialBee4 answers · 4 citations · 2 models
4 answers · 4 citations · 3 models
vendor site · TrustRadius4 answers · 4 citations · 2 models
3 answers · 5 citations · 2 models
vendor site · Planable3 answers · 4 citations · 3 models
vendor site · Contentoo3 answers · 3 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.
10 answers · 4 models
8 answers · 3 models
7 answers · 3 models
7 answers · 3 models
5 answers · 2 models
4 answers · 3 models
3 answers · 1 model
3 answers · 2 models
3 answers · 3 models
3 answers · 2 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 30%, HubSpot Marketing Hub 9%, HubSpot Free Tier 2% | 42% | 991 | 368,000 | 9,776 | |||
| CoSchedule Marketing Suite coschedule.com | 12% | 100 | 20 | 0 | 38,502 | 1 | |
| Asana asana.com | 12% | 165 | 301,000 | 6,012 | 1,486,362 | $110,925 | 113 |
| StoryChief storychief.io | 7% | 25 | 320 | 5 | 29,114 | ||
| Buffer buffer.com | 5% | 202 | 90,500 | 35,151 | 966,256 | 18 | |
| Monday.com monday.com | 5% | 98 | 74,000 | 3,467 | 691,961 | $164 | 119 |
| Foleon foleon.com | 5% | 6 | |||||
| Canva canva.com | 2% | 185 | 24,900,000 | 183,421 | 81,177,765 | 101 | |
| WordPress wordpress.com | 2% | 196 | 201,000 | 42,406 | 49,847,649 | $18 | 13 |
| OpenAI openai.com ChatGPT 2% | 2% | 58 | 124,000,000 | 218,639 | 41,056,966 company | $3,732 | 117 |
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 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 4.5no first choiceMonday.comChangedno first choiceZoho Marketing+no first choiceagainst: Instagram, LinkedIn articles, Substack, TikTok, X
Four alternatives
Contentoo, HubSpot Content Hub, Marq Team, WritesonicThree alternatives
Asana, CoSchedule Marketing Suite, NotionFour alternatives
Brevo, MarketMuse, Publer Professional, Surfer SEOGPT-5.4 miniHubSpot Content Hubagainst: Adobe Experience ManagerAsanaChangedHubSpot Content Hub, HubSpot Marketing HubWordPressagainst: HubSpot Sales Hubno first choiceagainst: All In One Marketing, Constant Contact, Content360, Drift, Salesloft
Two alternatives
Contentful, ContentstackTwo alternatives
Airtable, CoSchedule Marketing SuiteFive alternatives
Adobe GenStudio, Contentful, Optimizely CMP, Shopify, Skyword Accelerator360Five alternatives
Buffer, Canva, Google Analytics 4, Google Search Console, MailerLiteGemini 3.5 FlashHubSpot Content Hubagainst: Adobe GenStudio, Sitecore Content HubStoryChiefChangedagainst: Contently, Optimizely CMPHubSpot Content HubSysteme.ioagainst: Contently, HubSpot Content Hub, Kapostno first choiceagainst: CoSchedule Marketing Suite, Contently, LinkedIn articles, Optimizely One, Reddit, Skyword, Snapchat, TikTok, Upland Kapost, Welcome
Six alternatives
Optimizely CMP, PathFactory, Salesforce Marketing Cloud Account Engagement, Semrush Content Marketing Platform, StoryChief, UberflipThree alternatives
CoSchedule Marketing Suite, HubSpot Content Hub, Monday.comSix alternatives
Adobe GenStudio, Contently, Optimizely CMP, Semrush Content Marketing Platform, Sitecore Content Hub, StoryChiefNine alternatives
Buffer, Canva, CoSchedule Marketing Suite, Google Analytics 4, Google Search Console, Notion, PosterMyWall, Sender, WordPressPerplexity SonarHubSpot Content Hub, HubSpot Marketing HubAsanaChangedHubSpot Content Hubagainst: Canva, ChatGPT, JasperHubSpot Content Hubagainst: Semrush Content Marketing Platform, Surfer SEOno first choiceagainst: DeepSeek, LinkedIn articles, Nextdoor, Threads, TikTok, X/Twitter
Five alternatives
Clearscope, Contentful, Kapost, Omnibound, StoryChiefThree alternatives
Airtable, HubSpot Content Hub, PlanableFive alternatives
Ahrefs, CoSchedule Marketing Suite, Contently, Semrush Content Marketing Platform, StoryChiefOne alternative
BufferGrok 4.20HubSpot Content Hubagainst: Kapost, Upland QvidianCoSchedule Marketing SuiteChangedagainst: Asana, Monday.comno first choiceHubSpot's free Marketing Hubno first choiceagainst: Conductor, Facebook, Frase, Google Ads, Instagram, Sprinklr Marketing, TikTok, X, YouTube
Five alternatives
CoSchedule Marketing Suite, Contently, Foleon, Semrush Content Marketing Platform, StoryChiefTwo alternatives
HubSpot Content Hub, StoryChiefSix alternatives
Buffer, Canva, Google Analytics 4, Google Search Console, Mailchimp, WordPressFive alternatives
HubSpot Content Hub, Optimizely CMS, PathFactory, Skyword, ZoomforthMistral SmallHubSpot Marketing HubCoSchedule Marketing SuiteChangedagainst: Basecamp, TrelloHubSpot Content HubHubSpot Free Tierno first choiceagainst: Meta Platforms, Trustpilot, Views4You
Four alternatives
Contentoo, Omnibound, Paperflite, PathFactoryFour alternatives
Asana, Kapost, Monday.com, StoryChiefSeven alternatives
Adobe GenStudio, CoSchedule Marketing Suite, Contently, DivvyHQ, Optimizely CMP, Semrush Content Marketing Platform, Skyword Accelerator360Four alternatives
Buffer, Canva, Google Analytics 4, MailchimpDeepSeek V4 FlashHubSpot Content Hubagainst: ContentlyCoSchedule Marketing SuiteChangedno first choiceHubSpot Marketing Hubagainst: Semrush Content Marketing PlatformCoSchedule Marketing Suite, HubSpot Content Hubagainst: Adobe GenStudioagainst: Constant Content, Content360.io, ContentWriters, Contently, Helium 10, Klaviyo, Later, Leadpages, Mailchimp, Skyword, Vendasta, WordStream, WriterAccess
Three alternatives
CoSchedule Marketing Suite, Foleon, Semrush Content Marketing PlatformTwo alternatives
HubSpot Content Hub, StoryChiefSeven alternatives
CoSchedule Marketing Suite, Contentful, Contently, HubSpot Content Hub, PathFactory, Semrush Content Marketing Platform, TofuFour alternatives
Buffer, Canva, Mailchimp, StoryflowThree alternatives
Contently, Optimizely CMP, SkywordLlama 4 MaverickFoleonno first choiceChangedno first choiceno first choiceno first choiceagainst: Instagram, LinkedIn articles, Twitter
Two alternatives
HubSpot Content Hub, OmniboundQwen 3.7 FlashHubSpot Content HubAsanaChangedHubSpot Content Hub, Semrush Content Marketing PlatformHubSpot Content Hub, StoryChiefagainst: Asana, Mondayno first choicenothing named
Three alternatives
Omnibound, Optimizely CMS, SkywordFive alternatives
Airtable, Bynder, CoSchedule Marketing Suite, Kintive, PlanableFive alternatives
Adobe GenStudio, Ahrefs, Contently, Skyword Accelerator360, StoryChiefFour alternatives
Buffer, ClickUp, Google Analytics 4, SocialBeeFour alternatives
Adobe Marketo Engage, HubSpot Content Hub, Oracle Eloqua, Salesforce Marketing Cloud Account EngagementKimi K2HubSpot Content HubAsana, Monday.comChangedagainst: Trellono first choiceStoryChiefno first choiceagainst: Contena, Copy.ai, CopyPress, Fiverr, Jasper, Meta (Facebook/Instagram) Advertising, Textbroker, Upwork, Writesonic
Two alternatives
Contently, StoryChiefOne alternative
CoSchedule Marketing SuiteFive alternatives
Buffer, Canva, EngageBay, HubSpot Content Hub, MailchimpGLM 4.7 FlashXHubSpot Content Hub, HubSpot Marketing Hubagainst: 6sense, Adobe Marketo EngageCoSchedule Marketing SuiteChangedStoryChiefBuffer, Canva, ChatGPTHubSpot Content Hubagainst: Content360.io, ContentStudio, Optimizely CMP
Two alternatives
ActiveCampaign, Salesforce Marketing Cloud Account EngagementFive alternatives
Airtable, Contentful, HubSpot Content Hub, Notion, Semrush Content StudioEight alternatives
CoSchedule Marketing Suite, Contently, DivvyHQ, HubSpot Content Hub, Jasper, PathFactory, Semrush Content Marketing Platform, UberflipSix alternatives
AnswerThePublic, Google Analytics 4, HubSpot Marketing Hub, Mailchimp, Trello, UbersuggestFour alternatives
Contently, Jasper, Semrush Content Marketing Platform, StoryChiefMiniMax M2.5FoleonAsanaChangedno first choiceBuffer, HubSpot Content Hubno first choiceagainst: Builderall, Content360.io, Marketing 360, Ocoya
Three alternatives
Adobe GenStudio, HubSpot Marketing Hub, Optimizely CMPThree alternatives
CoSchedule Marketing Suite, Monday.com, NotionTwo alternatives
Canva, ClickUpBold 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 00:58 | yes | 8 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:30 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:10 | yes | 16 | 34 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 03:17 | yes | 20 | 5 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) | 2026-09-14 22:54 | yes | 0 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:52 | yes | 0 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:07 | yes | 0 | 19 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:49 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:12 | yes | 0 | 38 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:45 | yes | 0 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:24 | yes | 0 | 27 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:20 | yes | 0 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:07 | yes | 14 | 11 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:32 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:54 | yes | 16 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 03:09 | yes | 20 | 4 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) | 2026-09-15 03:51 | yes | 0 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:04 | yes | 0 | 8 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:27 | yes | 0 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:43 | yes | 0 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:06 | no | 0 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:02 | yes | 0 | 38 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:15 | yes | 0 | 16 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 05:03 | yes | 0 | 31 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:28 | yes | 8 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:50 | yes | 4 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:58 | yes | 19 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 03:49 | yes | 20 | 7 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 04:20 | yes | 0 | 6 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 05:04 | yes | 0 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:29 | yes | 0 | 30 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:37 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:00 | yes | 0 | 24 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:22 | yes | 0 | 18 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:38 | yes | 0 | 33 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:23 | yes | 0 | 12 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:52 | yes | 8 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:11 | no | 0 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:44 | yes | 14 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 04:09 | yes | 20 | 5 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) | 2026-09-15 01:12 | yes | 0 | 4 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:33 | yes | 0 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 00:23 | yes | 0 | 12 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:44 | yes | 0 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:46 | yes | 0 | 36 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:10 | yes | 0 | 35 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:32 | yes | 0 | 45 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:43 | yes | 0 | 11 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:23 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:27 | no | 0 | 3 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:06 | yes | 11 | 30 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 04:45 | yes | 20 | 19 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) | 2026-09-14 23:00 | yes | 0 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:55 | no | 0 | 4 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:10 | yes | 0 | 26 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:29 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:35 | yes | 0 | 36 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:18 | yes | 0 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:40 | yes | 0 | 90 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:13 | yes | 0 | 11 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:01 | yes | 16 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:50 | yes | 4 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:21 | yes | 18 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 02:25 | yes | 20 | 8 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) | 2026-09-15 04:17 | yes | 0 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:36 | yes | 0 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 00:49 | yes | 0 | 23 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:53 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:26 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:26 | yes | 0 | 64 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:05 | yes | 0 | 173 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:20 | yes | 0 | 24 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
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 Marketing/Content Hub read as HubSpot Content Hub
LinkedIn read as LinkedIn articles
Optimizely Content Marketing Platform read as Optimizely CMP
Optimizely Content Marketing Platform (formerly Welcome) 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
Sprinklr read as Sprinklr Marketing
Unresolved, counted raw
Adsy
All In One Marketing
Constant Content
Content360
ContentWriters
Google's native review system
HubSpot's free Marketing Hub
INK AI
Kintive
Link Publishers
Lumen5
Meta (Facebook/Instagram) Advertising
SearchAtlas
Semrush Content Studio
Threads
Views4You
Wave.video
WriterAccess
monday.com AI Workspace
nDash
Discontinued, still offered
No shut-down product was recommended here.