MarketMuse vs Reputation.com: AI Visibility & GEO Comparison (2026)
An independent side-by-side comparison of MarketMuse and Reputation.com for ai visibility & geo buyers — pricing, features, integrations, and how often each is cited by major AI engines.
AI Citation Scorecard
How often each is cited by major AI engines when buyers ask ai visibility & geo questions. Last 90 days across ChatGPT, Perplexity, Gemini, Claude, and Copilot.
Too early to call — probes still building data.
ChatGPT
MarketMuse
Tracking…
No data yet
Reputation.com
Tracking…
No data yet
Perplexity
MarketMuse
0 / 1 probes
0%
InvisibleReputation.com
0 / 1 probes
0%
InvisibleGemini
MarketMuse
Tracking…
No data yet
Reputation.com
Tracking…
No data yet
Claude
MarketMuse
0 / 1 probes
0%
InvisibleReputation.com
0 / 1 probes
0%
InvisibleCopilot
MarketMuse
0 / 1 probes
0%
InvisibleReputation.com
0 / 1 probes
0%
InvisibleScale:NoneLowFairStrongExcellent
Probes run hourly; each (engine × query) combo retests every ~3 days.
Pricing
Key Features
MarketMuse
- ✓10 queries/month for free tier
- ✓100 queries/month for Optimize
- ✓Unlimited queries for Research and Strategy
- ✓Access to Topic Navigator
- ✓Access to Keywords, SERP x-ray & Heatmap
- ✓Content Briefs for each plan
- ✓Content Strategy Documents by plan
Reputation.com
- ✓Reviews Management
- ✓Business Listings & SEO
- ✓Customer Surveys
- ✓AI Reputation Manager
- ✓Pulse Analytics
- ✓Advanced Surveys
- ✓Targeted Outreach
- ✓Competitive Insights
When to choose MarketMuse
Choose MarketMuse if your team prioritizes its strengths over Reputation.com's. Full guidance populates as MarketMuse's feature data is indexed.
When to choose Reputation.com
Choose Reputation.com if your team prioritizes its strengths over MarketMuse's. Full guidance populates as Reputation.com's feature data is indexed.