MentionDesk
MRRdeals Score · 52/100What this SaaS is
Tracks brand mentions and visibility across AI platforms, including ChatGPT, Perplexity, Claude, Mistral, and AI Overviews.
- AI platform brand-mention tracking
- AI search visibility analysis
- Brand benchmarking
Numbers that matter
Tech stack
Score breakdown
How the composite score above splits across seven independent signals. Each axis is graded 0-100. Hover for details.
Payback at the stated margin, asking multiple vs the category median, and profit margin. The heaviest axis: what you pay for what it earns.
Revenue trend over the last ~90 days from our daily snapshots (30-day figure when history is short), capped so one spike can't dominate, minus a penalty for erratic revenue.
Paying customers, revenue scale and traffic (log scales), plus live-site health (reachable pricing page, core pages, maintained site).
AI-disruption risk, organic search presence, recurring B2B revenue; penalties for thin AI wrappers and no-code lock-in.
How turnkey the takeover is: diversity of marketing channels, Merchant-of-Record status, team.
Higher = safer. Business age, breadth of the customer base (concentration risk), recurring vs one-off revenue, known payment provider.
Structured market read across TAM, saturation, 3-year trend, and hype cycle, blended with our category momentum signal.
Market read
- TAMmid
The market for brand visibility tools in AI is expanding but not yet dominant.
- Saturationgrowing
Competition is increasing, but many brands are still unaware of their AI presence.
- 3y trendgrowing
Interest in AI brand visibility has surged recently, indicating growth.
- AI disruptionresilient
The product offers unique insights that are not easily replicable by solo developers.
- Hype cycleearly
The concept is still emerging as brands begin to recognize the importance of AI visibility.
Run the numbers
Before you make an offer
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