Content marketing platforms for small business buyers
Asked as “content marketing platform”, and as “content planning and production tool for marketing teams”, on behalf of a small B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
31%
Contested · StoryChief 17%
31HubSpot Content Hub17StoryChief15CoSchedule Marketing Suite37others
31% of first choices, contested.
Since September 2026▼−3Since September 2026: 31% → 28%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.HubSpot Content Hub held the lead, −3 points on 31%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
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.This pageMid-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.Standing →
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.This pageMid-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.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01HubSpot Content Hub31%20%45endorsed leader▼−3Since September 2026: 31% → 28%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.31% → 28%
HubSpot Content Hub31%20%45endorsed leader▼−3Since September 2026: 31% → 28%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.31% → 28%02
StoryChief17%3%34accepted challenger▲+13Since September 2026: 4% → 17%, +13 points. Past the 11-point floor: movement. Read over the models both editions asked.4% → 17%
StoryChief17%3%34accepted challenger▲+13Since September 2026: 4% → 17%, +13 points. Past the 11-point floor: movement. Read over the models both editions asked.4% → 17%03
CoSchedule Marketing Suite15%3%35accepted challenger▼−3Since September 2026: 18% → 15%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.18% → 15%
CoSchedule Marketing Suite15%3%35accepted challenger▼−3Since September 2026: 18% → 15%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.18% → 15%04
Buffer7%3%35accepted challenger=heldSince September 2026: 9% → 9%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 9%
Buffer7%3%35accepted challenger=heldSince September 2026: 9% → 9%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 9%05
Enji6%0%12accepted challenger▲+4Since September 2026: 2% → 7%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 7%
Enji6%0%12accepted challenger▲+4Since September 2026: 2% → 7%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 7%06
HubSpot Marketing Hub4%18%11accepted challenger▼−4Since September 2026: 7% → 2%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 2%
HubSpot Marketing Hub4%18%11accepted challenger▼−4Since September 2026: 7% → 2%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 2%07
Canva2%0%15accepted challenger▼−7Since September 2026: 9% → 2%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 2%
Canva2%0%15accepted challenger▼−7Since September 2026: 9% → 2%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 2%08
WordPress2%0%13accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
WordPress2%0%13accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%09
Planable2%0%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Planable2%0%11accepted 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
Mailchimp2%8%12accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Mailchimp2%8%12accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%Show the five products at 0%, ordered by negative rate
15Contently0%62%16criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Contently0%62%16criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%14
Ahrefs0%30%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Ahrefs0%30%10criticized 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
Semrush Content Marketing Platform0%17%36accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Semrush Content Marketing Platform0%17%36accepted 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
Notion0%9%11accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%
Notion0%9%11accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%12
Jasper0%5%20accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Jasper0%5%20accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one 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 →
010203040506070809101112131415Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01HubSpot Content Hub31%
HubSpot Content Hub31%02StoryChief17%
StoryChief17%03CoSchedule Marketing Suite15%
CoSchedule Marketing Suite15%04Buffer7%
Buffer7%05Enji6%
Enji6%06HubSpot Marketing Hub4%
HubSpot Marketing Hub4%07Canva2%
Canva2%08WordPress2%
WordPress2%09Planable2%
Planable2%10Mailchimp2%
Mailchimp2%11Semrush Content Marketing Platform0%
Semrush Content Marketing Platform0%12Jasper0%
Jasper0%13Notion0%
Notion0%14Ahrefs0%
Ahrefs0%15Contently0%
Contently0%What they warned about
Three 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, 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.
Contently62%
10 of 16 labels negative · 6 of 14 models · 5 hard negative
“Platforms to Generally Avoid (High Cost, Overkill for SMBs): Enterprise Content Marketing Platforms (e.g., Contently, Optimizely, HubSpot Enterprise tiers)” Grok 4.1 Fast, negative prompt
HubSpot Content Hub20%
9 of 45 labels negative · 6 of 14 models · 1 hard negative
“**Verdict:** Avoid unless you have a dedicated marketing team and a budget of $2,000+/month” DeepSeek V4 Flash, negative prompt
Semrush Content Marketing Platform17%
6 of 36 labels negative · 6 of 14 models · 1 hard negative
“Frequent complaints about unexpected charges after free trials, hidden renewal terms, difficult cancellation processes” GLM 4.7 FlashX, negative prompt
Sprout Social44%
4 of 9 labels negative · 4 of 14 models
“Complex Social/Distribution Tools for Non-Specialists (e.g., Sprout Social at higher tiers)” Grok 4.1 Fast, negative 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
75 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. 996 links across 263 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.
vendor site · HubSpot46 answers · 79 citations · 13 models
46 answers · 75 citations · 11 models
34 answers · 41 citations · 10 models
29 answers · 30 citations · 9 models
vendor site · StoryChief19 answers · 30 citations · 9 models
19 answers · 20 citations · 8 models
vendor site · Buffer18 answers · 21 citations · 9 models
vendor site · ClickUp16 answers · 16 citations · 9 models
vendor site · Distribb15 answers · 15 citations · 9 models
15 answers · 15 citations · 8 models
13 answers · 13 citations · 8 models
vendor site · HubSpot12 answers · 20 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.
32 answers · 11 models
32 answers · 11 models
29 answers · 9 models
24 answers · 8 models
24 answers · 9 models
20 answers · 10 models
16 answers · 9 models
15 answers · 9 models
15 answers · 8 models
13 answers · 8 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 31%, HubSpot Marketing Hub 4%, HubSpot Marketing 2% | 37% | 934 | 368,000 | 9,776 | |||
| StoryChief storychief.io | 17% | 61 | 320 | 5 | 29,114 | ||
| CoSchedule Marketing Suite coschedule.com | 15% | 77 | 20 | 0 | 38,502 | 1 | |
| Buffer buffer.com | 7% | 227 | 90,500 | 35,151 | 966,256 | 18 | |
| Enji enji.co | 6% | 14 | 2,400 | 682 | 1,066 | 4 | |
| Canva canva.com | 2% | 137 | 24,900,000 | 183,421 | 81,177,765 | 101 | |
| WordPress wordpress.com | 2% | 203 | 201,000 | 42,406 | 49,847,649 | $18 | 13 |
| Planable planable.io | 2% | 34 | 5,400 | 59 | 69,879 | 25 | |
| Intuit mailchimp.com Mailchimp 2% | 2% | 339 | 368,000 | 6,862 | 1,931,402 | $1,214 | 107 |
| Surfer SEO surferseo.com | 2% | 147 | 5,400 | 146 | 99,288 | 22 |
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 small B2B company?”Paraphrase“Which content planning and production tool for marketing teams would you recommend to a small business that sells to other businesses?”Comparative“What are the top content marketing platforms for a small team and how do they differ?”Budget-constrained“What is the best content marketing platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a content marketing platform. What should we look at?”Negative“Which content marketing platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5HubSpot Content Hub, WordPressno first choiceChangedNarratoHubSpot Content Hub, Mailchimpno first choiceagainst: Ahrefs, BuzzSumo, Contently, Percolate, Sprout Social, StoryChief, TikTok
Four alternatives
Buffer, Hootsuite, Mailchimp, Semrush Content Marketing PlatformFive alternatives
Buffer, CoSchedule Marketing Suite, HubSpot Marketing Hub, Jasper, Surfer SEOFour alternatives
Brevo, Canva, Kit, Surfer SEOGPT-5.4 miniHubSpot Content HubAirtableChangedHubSpot Content Hub, HubSpot Marketing Hubagainst: Adobe GenStudio, Optimizely CMP, SkywordHubSpot Content Hubno first choiceagainst: HubSpot Content Hub
Two alternatives
CoSchedule Marketing Suite, Semrush Content Marketing PlatformFour alternatives
Asana, CoSchedule Marketing Suite, Monday.com, NotionThree alternatives
CoSchedule Marketing Suite, Semrush Content Marketing Platform, Sprout SocialThree alternatives
ContentStudio, Semrush Content Marketing Platform, SimplifiedGemini 3.5 FlashStoryChiefStoryChiefHeldStoryChiefSysteme.ioagainst: Ahrefs, Contently, HubSpot Content Hub, Semrush Content Marketing PlatformStoryChiefagainst: Adobe GenStudio, ClickUp, Notion, Optimizely CMP, Sprinklr Marketingagainst: Contentful, Contently, HubSpot Content Hub, Optimizely CMP, Sanity, Sprinklr Marketing, Strapi
Three alternatives
ContentStudio, HubSpot Content Hub, Semrush Content Marketing PlatformThree alternatives
CoSchedule Marketing Suite, Notion, PlanableFive alternatives
Buffer, CoSchedule Marketing Suite, HubSpot Content Hub, Planable, Semrush Content Marketing PlatformFourteen alternatives
Brevo, Buffer, Canva, ChatGPT, Claude, CoSchedule Marketing Suite, EngageBay, HubSpot Starter Suite, Keysearch, MailerLite, Notion, Ubersuggest, Zoho Marketing+, Zoho OneFour alternatives
Averi, CoSchedule Marketing Suite, Letterdrop, Semrush Content Marketing PlatformPerplexity SonarCoSchedule Marketing SuiteHubSpot Marketing HubChangedHubSpot Content HubBuffer, HubSpot Content Hubno first choiceagainst: Adobe-like enterprise stacks, Contently, Optimizely CMS, Semrush Content Marketing Platform, Sitecore, Skyword
Five alternatives
Buffer, Canva, Enji, Jasper, NotionTwo alternatives
Planable, StoryChiefFour alternatives
Enji, Jasper, Semrush Content Marketing Platform, StoryChiefOne alternative
Semrush Content Marketing PlatformGrok 4.1 FastHubSpot Content Hubagainst: ContentlyCoSchedule Marketing SuiteChangedagainst: ContentlyBuffer, HubSpot Marketing HubHubSpot Content Hubno first choiceagainst: Contently, Hibu, HubSpot Marketing Hub, Marketing 360, Optimizely CMS, Semrush Content Marketing Platform, Sprout Social, Thryv
Five alternatives
Buffer, Clearscope, Enji, Jasper, Semrush Content Marketing PlatformThree alternatives
Airtable, ClickUp, NotionThree alternatives
CoSchedule Marketing Suite, Jasper, Semrush Content Marketing PlatformFour alternatives
Buffer, Canva, Google Workspace tools, MailchimpThree alternatives
CoSchedule Marketing Suite, HubSpot Content Hub, Semrush Content Marketing PlatformMistral SmallBuffer, Enjino first choiceChangedEnji, StoryChiefagainst: UberflipSight AI, Surfer SEOno first choiceagainst: Content360.io, HeyReach, Hibu, Later, Thryv, digen.ai
Two alternatives
Filestage, Semrush Content Marketing PlatformThree alternatives
HubSpot Content Hub, Jasper, Semrush Content Marketing PlatformTwo alternatives
Buffer, Texta.aiDeepSeek V4 FlashCoSchedule Marketing SuiteCoSchedule Marketing SuiteHeldno first choiceagainst: ContentlyHubSpot Content HubCoSchedule Marketing Suite, HubSpot Content Hub, StoryChiefagainst: Contently, Optimizely CMSagainst: Adobe Experience Manager, Fiverr, HubSpot Content Hub, Salesforce Marketing Cloud, Upwork
Two alternatives
HubSpot Content Hub, Semrush Content Marketing PlatformThree alternatives
Enji, HubSpot Marketing Hub, StoryChiefEight alternatives
Buffer, Clearscope, CoSchedule Marketing Suite, HubSpot Content Hub, Jasper, MarketMuse, Semrush Content Marketing Platform, StoryChiefFive alternatives
Buffer, Canva, Google Analytics 4, Google Search Console, MailchimpLlama 4 MaverickEnjiCoSchedule Marketing SuiteChangedno first choiceno first choiceno first choicenothing named
Three alternatives
Jasper, Optimizely Content, StoryChiefOne alternative
ContentlyQwen 3.7 FlashEnjiStoryChiefChangedBuffer, HubSpot Content Hubagainst: SalesforceHubSpot Content Hubagainst: Adobe Creative Cloud, Hootsuite, Mailchimpno first choiceagainst: Adobe, Salesforce Marketing Cloudagainst: Adobe Marketo Engage, Hootsuite, Nextdoor, Salesforce Marketing Cloud, Sprinklr Marketing, Sprout Social, TikTok
Two alternatives
Jasper, StoryChiefThree alternatives
ClickUp, Enji, JasperFive alternatives
Ahrefs, Notion, Semrush Content Marketing Platform, StoryChief, WordPressSix alternatives
Canva, Kit, Medium, Metricool, Trello, WordPressKimi K2StoryChiefagainst: Contently, HubSpot Content Hub, KapostCoSchedule Marketing Suite, StoryChiefChangedCoSchedule Marketing SuiteBufferHubSpot Content Hub, StoryChiefagainst: Adobe Experience Cloud, Adobe Marketo Engage, Clearscope, Gushwork, HubSpot Content Hub, Influencity, Jasper, Optimizely CMP, Semrush Content Marketing Platform, Surfer SEO
Two alternatives
CoSchedule Marketing Suite, Semrush Content Marketing PlatformTwo alternatives
Notion, TrelloFour alternatives
Buffer, HubSpot Content Hub, Planable, StoryChiefFour alternatives
Canva, CoSchedule Marketing Suite, Headlime, HubSpot Marketing HubGLM 4.7 FlashXHubSpot Content HubHubSpot Content HubHeldno first choiceBufferagainst: Mentionlytics, Sprout Socialno first choiceagainst: Content360.io, ContentStudio, HubSpot Marketing Hub, Marketing 360, Semrush Content Marketing Platform
Two alternatives
Buffer, WordPressTwo alternatives
CoSchedule Marketing Suite, Semrush Content Marketing PlatformSeven alternatives
Buffer, Canva, CoSchedule Marketing Calendar, ContentStudio, HubSpot Content Studio, Planable, StoryChiefSix alternatives
Canva, Google Analytics 4, HubSpot Marketing Hub, Loomly, Mailchimp, MetricoolMiniMax M2.5HubSpot MarketingClickUpChangedagainst: CoSchedule Marketing SuiteHubSpot Content HubBeehiiv, Canvano first choiceagainst: Facebook, Instagram, LinkedIn Campaign Manager, TikTok, Twitter/X
Three alternatives
Contentful, Semrush Content Marketing Platform, WordPressTwo alternatives
HubSpot Templates, TrelloSeven alternatives
Canva, CoSchedule Marketing Suite, Hootsuite, Jasper, Monday.com, Semrush Content Marketing Platform, StoryChiefTwo alternatives
Buffer, Surfer SEOGPT-6 LunaHubSpot Content HubStoryChiefChangedStoryChiefagainst: HubSpot Content HubHubSpot Content Hubno first choiceagainst: Buffer, Hootsuite, HubSpot Content Hub, Instagram, TikTok
Two alternatives
StoryChief, WordPressOne alternative
AirtableThree alternatives
Buffer, CoSchedule Marketing Suite, Semrush Content Marketing PlatformTwo alternatives
Buffer, WordPressMuse Glimmer 30BHubSpot Content Hub, HubSpot Marketing HubCoSchedule Marketing Suite, PlanableChangedHubSpot Content HubHubSpot Content Hubno first choiceagainst: Ahrefs, HubSpot Content Hub, Semrush Content Marketing Platform, Snapchat, YouTube
Three alternatives
CoSchedule Marketing Suite, Enji, StoryChiefTwo alternatives
Airtable, ClickUpSix alternatives
Buffer, CoSchedule Marketing Suite, Jasper, Semrush Content Marketing Platform, StoryChief, Surfer SEOSix alternatives
Buffer, Canva, Frase, Google Analytics 4, Google Search Console, Google TrendsBold 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 07:24 | no | 0 | 6 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 14:02 | yes | 5 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:17 | yes | 16 | 32 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:22 | yes | 20 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 14:11 | yes | 19 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:53 | yes | 10 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:35 | yes | 21 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:44 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:48 | yes | 5 | 19 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:37 | yes | 15 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:29 | yes | 25 | 170 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:20 | yes | 5 | 23 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:30 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:17 | yes | 13 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:49 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:10 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:04 | yes | 10 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 12:06 | yes | 20 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:19 | yes | 24 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:05 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:07 | yes | 24 | 36 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:37 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:22 | yes | 10 | 112 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:37 | yes | 12 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:15 | yes | 24 | 34 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:21 | yes | 9 | 13 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:24 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:43 | yes | 15 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:15 | yes | 10 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:07 | yes | 5 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 14:16 | yes | 15 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 10:16 | yes | 19 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:57 | yes | 16 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:40 | yes | 9 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:02 | yes | 24 | 52 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:48 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:30 | yes | 8 | 38 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:11 | yes | 20 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:43 | yes | 19 | 54 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:50 | yes | 14 | 22 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:39 | yes | 5 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:55 | yes | 13 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:56 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:42 | yes | 4 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:30 | yes | 16 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 10:21 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:07 | yes | 17 | 5 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:23 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:25 | yes | 16 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:18 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:59 | no | 0 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:31 | yes | 9 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:46 | yes | 13 | 199 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:31 | yes | 5 | 17 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:40 | yes | 3 | 7 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:59 | yes | 15 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:02 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:48 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:11 | yes | 9 | 31 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 08:38 | yes | 32 | 3 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:36 | yes | 18 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:14 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:29 | yes | 17 | 18 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:53 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:24 | yes | 10 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 14:09 | yes | 16 | 24 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:57 | yes | 15 | 34 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:12 | no | 0 | 8 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:45 | yes | 2 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:17 | yes | 12 | 9 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:51 | yes | 16 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:26 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:26 | yes | 10 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 14:14 | yes | 25 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:22 | yes | 21 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:04 | yes | 14 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:43 | yes | 25 | 54 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:50 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:51 | yes | 13 | 54 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:38 | yes | 24 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:49 | yes | 22 | 64 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:26 | yes | 18 | 44 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:25 | yes | 4 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:00 | yes | 23 | 46 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
CoSchedule read as CoSchedule Marketing Suite
CoSchedule (Marketing Calendar) read as CoSchedule Marketing Suite
HubSpot read as HubSpot Content Hub
HubSpot (Free Plan) read as HubSpot Content Hub
HubSpot (Free Tier) read as HubSpot Content Hub
HubSpot (specifically the Content Hub) read as HubSpot Content Hub
HubSpot Content Hub Free or Starter read as HubSpot Content Hub
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 Toolkit read as Semrush Content Marketing Platform
Sprinklr read as Sprinklr Marketing
Unresolved, counted raw
Adobe
Adobe-like enterprise stacks
Brafton
CoSchedule Marketing Calendar
Content StudioRequires
Feedbird
Google Docs/Sheets
Google Workspace tools
Gushwork
HubSpot Content Studio
HubSpot Starter Suite
HubSpot Templates
LinkedIn Content Calendar
Rankai
Salesforce
Texta.ai
Unsplash
Unsplash / Pexels
Wordable
digen.ai
Discontinued, still offered
No shut-down product was recommended here.