# MarketMuse: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 46 judge labels across 2 categories by 14 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/marketmuse

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [SEO and content optimization platforms](https://www.gane.ai/index/gtm/marketing/seo-content-optimization/index.md) | 0% | 14 | 15% | 40 |
| [Content marketing platforms](https://www.gane.ai/index/gtm/marketing/content-marketing-platforms/index.md) | 0% | 28 | 0% | 6 |

## What the models said for it

- "I'd look at MarketMuse instead if your bigger challenge is deciding *what* to create or refresh" (GPT-6 Luna, SEO)
- "If you need to audit an existing website to build a multi-month strategy: Choose MarketMuse." (Gemini 3.5 Flash, SEO)
- "better if your team is very strategy-heavy... but it's usually more enterprise-leaning" (GPT-5.4 mini, SEO)
- "If you manage 100+ articles and need deep content strategy/topic cluster planning" (DeepSeek V4 Flash, SEO)

## And against it

- "Avoid paying for Clearscope, MarketMuse, or Semrush initially" (Perplexity Sonar, SEO)
- "MarketMuse, Clearscope, BrightEdge, and similar tools can be powerful, but their pricing, limited trials, or feature restrictions may make them poor choices for individuals and small teams." (Perplexity Sonar, SEO)
- "called out as overly expensive, complex for non-enterprise users, and sometimes rigid in its AI-driven recommendations" (Grok 4.20, SEO)
- "It is significantly heavier and more expensive than Surfer or Clearscope, making it suitable for large publishers" (Qwen 3.7 Flash, SEO)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 0 | 0 | 2 |
| GPT-5.4 mini | 0 | 2 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 4 | 1 | 0 | 5 |
| Perplexity Sonar | 0 | 1 | 0 | 2 | 3 |
| Grok 4.20 | 0 | 2 | 3 | 1 | 6 |
| Mistral Small | 0 | 0 | 2 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 3 | 0 | 0 | 3 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 0 | 2 | 1 | 3 |
| Kimi K2 | 0 | 4 | 0 | 1 | 5 |
| GLM 4.7 FlashX | 0 | 1 | 1 | 1 | 3 |
| MiniMax M2.5 | 0 | 3 | 0 | 0 | 3 |
| GPT-6 Luna | 0 | 2 | 0 | 0 | 2 |
| Muse Glimmer 30B | 0 | 3 | 2 | 0 | 5 |

## Sources returned with these answers

The sites and pages cited by the answers that named MarketMuse, from 88 of the 102 answers that named it (only the models that return a source list).

### Domains cited

- zapier.com: 30
- blog.hubspot.com: 25
- toolradar.com: 24
- g2.com: 22
- searchatlas.com: 21
- frase.io: 18
- rankability.com: 18
- vibereference.com: 18
- gane.ai/index: 15
- seoclarity.net: 15

### Pages cited

- https://zapier.com/blog/best-seo-content-optimization-tools: 25
- https://vibereference.com/marketing-and-seo/seo-content-optimization-tools: 18
- https://blog.hubspot.com/marketing/seo-tools-for-small-business: 15
- https://searchatlas.com/blog/b2b-seo-tools: 12
- https://toolradar.com/guides/best-content-marketing-platforms: 11
- https://toolradar.com/guides/best-enterprise-seo-platforms: 11
- https://futurepicker.com/en/surfer-seo-vs-clearscope-vs-marketmuse-vs-semrush-ai-2026: 10
- https://rankability.com/blog/best-seo-content-optimization-tools: 10

## In its own words

What MarketMuse's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: AI Content Planning and Optimization Software (https://marketmuse.com/)
- For: teams who use content to educate and engage with their audience, most often brands, publishers and agencies (https://marketmuse.com/)
- Price stated: Free; Optimize; Research; Strategy (https://www.marketmuse.com/pricing)
- Free plan or trial: Free; Start my free trial (https://www.marketmuse.com/pricing)
- Customers named: Clickmatize, Sumo Logic, TentCraft, Orbit Media Studios, Orbit Media Studio, Inside the Magic, Elite Editing

## What it publishes

Every page marketmuse.com exposes, read 2026-09-29: 1013 addresses. By kind, pages and the last 90 days:

- blog: 444 pages, 0 in the last 90 days, latest 2025-07-03
- case study: 13 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 19 pages, 0 in the last 90 days, latest undated
- conference or event: 2 pages, 0 in the last 90 days, latest undated
- comparison: 25 pages, 0 in the last 90 days, latest 2024-02-26
- template or tool: 1 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 111 pages, 0 in the last 90 days, latest 2021-07-09
- news or press: 3 pages, 0 in the last 90 days, latest undated
- Recent: 2025-07-03 blog: A deeper look at connecting content to the modern user journey https://blog.marketmuse.com/a-deeper-look-at-connecting-content-to-the-modern-user-journey/
- Recent: 2025-06-12 blog: Agile content strategy https://blog.marketmuse.com/agile-content-strategy/
- Recent: 2025-06-06 blog: Uniting vision data and content to conquer your market https://blog.marketmuse.com/uniting-vision-data-and-content-to-conquer-your-market/
- Recent: 2025-05-29 blog: Buyer focused content strategy https://blog.marketmuse.com/buyer-focused-content-strategy/
- Recent: 2025-02-06 blog: Guide ecommerce content strategy https://blog.marketmuse.com/guide-ecommerce-content-strategy/
- Recent: 2025-01-30 blog: Mastering content strategy for digital marketing a comprehensive guide https://blog.marketmuse.com/mastering-content-strategy-for-digital-marketing-a-comprehensive-guide/

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.