Surfer SEO
AI SEO platform that scores content in real time and tracks brand visibility across AI search engines
AI content planning and optimization platform with topic modeling, content briefs, and Personalized Difficulty scoring for SEO teams
MarketMuse is an AI content strategy platform that models topics from your own site inventory and scores Personalized Difficulty so you target pages you can realistically rank. A permanent Free tier gives 10 queries per month; paid Optimize, Research, and Strategy tiers add briefs, tracked topics, and strategy docs but are quote-based — MarketMuse no longer publishes prices, so budget via a demo.
MarketMuse is an AI content planning and optimization platform built for SEO and content teams. Instead of only scoring a single draft against the current top-ranking pages, it models the topics your site already covers, maps the subtopics and related terms a page needs to demonstrate depth, and produces a Personalized Difficulty score that estimates how hard it is for your specific site to rank — based on your existing authority rather than a generic, site-agnostic keyword-difficulty number.
The platform combines a competitive content inventory, topic-cluster analysis, AI-generated content briefs, and planning roadmaps that recommend what to create or update. The Free plan includes one user and 10 queries per month with no tracked topics; the paid Optimize, Research, and Strategy plans add tracked topics from 100 up to 10,000, more briefs, strategy documents, and, on Strategy, all nine brief types. Following an acquisition completed in October 2024, MarketMuse now operates as part of Siteimprove, though it is still sold and branded under the MarketMuse name. Prices for the paid plans are no longer published — each is quote-based through a demo.
MarketMuse fits teams that treat content as a long-term SEO strategy rather than a one-off optimization task. Its topic-modeling and inventory approach rewards sites with enough existing content to analyze, and its value grows with publishing volume — which is also why the meaningful capabilities sit on the paid Research and Strategy tiers. The Free plan is best for evaluation and light use.
Starting price: $0 · Free tier: yes · Model: freemium
Price history tracked from June 2026
| Plan | Price | Includes |
|---|---|---|
| Free | Free | 1 user · 10 queries per month · No tracked topics or content briefs · Limited application access · Best for evaluation and low content volume |
| Optimize | Custom | Quote-based — book a demo (price not published) · 1 user · 100 tracked topics · 100 queries per month · 5 content briefs per month, 1 strategy document · 1 site inventory |
| Research | Custom | Quote-based — book a demo (price not published) · 3 users · 1,000 tracked topics · Unlimited queries per month · 10 content briefs per month, 3 strategy documents · 1 site inventory |
| Strategy | Custom | Quote-based — book a demo (price not published) · 5 users · 10,000 tracked topics · Unlimited queries per month · 20 content briefs per month, all 9 brief types · 5 strategy documents, 1 site inventory |
| Pros | Cons |
|---|---|
| Personalized Difficulty ties recommendations to your own site's authority rather than a one-size-fits-all keyword score | MarketMuse no longer publishes paid-tier prices — Optimize, Research, and Strategy are all quote-based via a demo, making budgeting harder than with transparent rivals like Surfer SEO or Clearscope |
| Permanent free tier lets you test topic models and optimization with 10 queries per month at no cost | Lower tiers cap usage hard: Free has no tracked topics, and Optimize limits you to 100 queries, 100 topics, and 5 briefs per month |
| Content briefs give writers concrete, structured guidance that reduces editorial back-and-forth | Steep jump from Optimize (1 user, 5 briefs) to Strategy (5 users, 20 briefs, all 9 brief types), with limited middle ground |
| Strong for topic-cluster and content-inventory strategy, not just single-page optimization | Learning curve — the topic-modeling and inventory workflow is more involved than simpler real-time optimizers |
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MarketMuse has a permanent Free plan with one user, 10 content queries per month, and limited application access, but no tracked topics or content briefs. It is enough to test topic models and try optimization on a few pages. Regular publishing needs a paid tier such as Optimize, Research, or Strategy.
MarketMuse no longer publishes dollar prices for its paid plans. Optimize, Research, and Strategy are all quote-based, and the only way to get current pricing is to book a demo. Third-party sites cite varying figures, but MarketMuse itself shows only plan features and limits, not prices, as of July 2026.
Personalized Difficulty is MarketMuse's scoring that estimates how hard it is for your specific site to rank for a topic, based on your existing content authority rather than a generic, site-agnostic keyword-difficulty number. Two sites can get different scores for the same keyword, which helps you prioritize topics you can realistically win.
Content briefs are AI-generated outlines that tell a writer the subtopics, related questions, structure, and depth a page needs to compete for a topic. Brief allowances are capped per plan — 5 per month on Optimize, 10 on Research, and 20 on Strategy, which also unlocks all nine brief types like Guide, Listicle, and Comparison.
Surfer SEO and Clearscope focus on real-time, single-page optimization by comparing your draft to top-ranking results. MarketMuse leans toward strategy: modeling entire topic clusters, scoring difficulty against your own site, and planning what to create or update across a whole inventory. Many teams pair one optimizer with MarketMuse for planning.
No. MarketMuse was acquired by Siteimprove, with the deal completed in October 2024, and now operates as part of Siteimprove's content and SEO suite. The MarketMuse product, website, and plan lineup remain available and are still sold under the MarketMuse name as of July 2026.