Side-by-side comparison of Frase, MarketMuse: pricing, capabilities, integrations and compliance — from verified HokAI records.
Frase (acquired by Copysmith/Copyrytr)
Pick it if: SEO Manager in medium-to-large company
Its edge: AI Visibility Tracking across ChatGPT, Perplexity, Claude, and Gemini combined with unified content optimization for both SEO and GEO
The catch: Restrictive AI word limits (4,000/month) require expensive Pro Add-On; AI writing output requires significant human editing
MarketMuse (acquired by Siteimprove in October 2024)
Pick it if: Content Strategist at mid-market/enterprise
Its edge: Patented topic modeling & semantic analysis that generates personalized difficulty scores based on actual site authority, not generic benchmarks; produces cluster-based content strategy in minutes vs. hours of manual research
The catch: Premium pricing model excludes solo creators and small businesses; steep learning curve despite powerful AI; does not generate final content, requiring separate tools for execution
| Entry price | From $14.99/mo (up to $114.99/mo) | Free to start |
|---|---|---|
| Free tier | true | true |
| Paid tiers | Solo — $14.99/mo; Basic — $44.99/mo; Team — $114.99/mo | Free — $0/mo; Optimize — $99/mo; Research — $249/mo |
| Hidden costs | Pro Add-On mandatory for unlimited AI words ($35/month additional); Additional user seats beyond included tier ($25/month each); Extra content projects and audit pages required for high-volume teams | Additional costs for ChatGPT integration (requires separate OpenAI API key); Credits consumed for advanced features like content briefs and first drafts (additional usage-based costs above base plan); Implementation/onboarding time to maste |
| Budget fit | mid | high |
| Killer feature | AI Visibility Tracking across ChatGPT, Perplexity, Claude, and Gemini combined with unified content optimization for both SEO and GEO | Patented topic modeling & semantic analysis that generates personalized difficulty scores based on actual site authority, not generic benchmarks; produces cluster-based content strategy in minutes vs. hours of manual research |
|---|---|---|
| Primary weakness | Restrictive AI word limits (4,000/month) require expensive Pro Add-On; AI writing output requires significant human editing | Premium pricing model excludes solo creators and small businesses; steep learning curve despite powerful AI; does not generate final content, requiring separate tools for execution |
| Best for | SEO Manager in medium-to-large company; Content Marketing Director; Digital Marketing Agency Managing Multiple Clients | Content Strategist at mid-market/enterprise; SEO Manager for publishing or e-commerce brands; Content Director at agency managing multiple clients |
| Worst for | Solo blogger with minimal budget (<$15/mo); Content creator needing primarily AI writing (not optimization); Small teams requiring hands-off fully-automated content generation | Solo freelance writer with <5 articles/month output; Solopreneur/bootstrapped startup with <$500/mo budget; Non-English content creators (limited multilingual support) |
| Minimum skill level | beginner | intermediate |
| Defensibility | 7 | 8 |
| Target audience | Content Marketer, SEO Specialist, Marketing Agency, In-house Content Team, Freelance Writer, Product Manager, Enterprise Marketing Leader | SEO Professionals, Content Strategists, Content Marketers, Digital Marketing Managers, Publishing & Editorial Teams, Marketing Agencies, Enterprise Content Teams, Publishers, E-commerce Brands |
| Key features | AI Agent with 80+ Skills; GEO Content Optimization; SERP Research & Analysis | Topic Authority & Content Inventory; Competitor Gap Analysis; Personalized Difficulty Scoring |
|---|---|---|
| Capabilities | Function calling; Web browsing | Web browsing |
| Strengths | Unified all-in-one platform eliminates need for multiple tools (SEMrush, Jasper, Surfer SEO, etc.); Real-time SEO and GEO content scoring with clear optimization guidance; SERP research and content brief generation replace a full manual res | Patented topic-modeling and semantic analysis go beyond simple keyword matching, a differentiator reviewers consistently cite over traditional keyword-only tools.; Automated SERP analysis and topic clustering cut the manual research time a |
| Watch out for | Limited AI-generated word allowance on the base plan unless you buy the paid Pro Add-On for unlimited generation; AI writing output is generic and requires heavy editing; not production-ready without human refinement; Limited keyword resear | Pricing scales quickly from the entry paid tier to the top agency tier, out of reach for freelancers, small businesses, and solopreneurs on a tight budget.; Steep learning curve; the platform packs overlapping tools and features that take t |
| Knowledge cutoff | — | Real-time web data |
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