MentionDesk
⭐MRRdeals Score · 57/100Track and analyze your brand’s visibility across leading AI platforms like ChatGPT, Perplexity, Claude, Mistral, and AI Overviews. Discover where and how your brand is mentioned, benchmark against com
What this SaaS is
Tracks and analyzes brand visibility across AI platforms.
- Brand visibility tracking
- AI platform analysis
- Benchmarking capabilities
- Non-recurring revenue— No active subscriptions. The cash isn't contractually guaranteed to repeat.
- No active customers— Zero customers reported. Hard to model retention or growth.
- Founded <12mo ago— Less than 12 months of operating history. Retention is unproven.
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 period, asking price vs category median multiple, and 30-day profit margin.
30-day MRR delta, with a small bonus when historical snapshots confirm a sustained climb.
Revenue per visitor, customer count, plus live-site UX signals (pricing reachability, core pages, copyright freshness).
AI-disruption risk, presence on review platforms (G2, ProductHunt, AppSumo…), penalty when built on no-code rails.
Diversity of marketing channels, Merchant-of-Record status, cofounder count. Solo founders and no-code stacks get docked.
Listing freshness, payment provider trust, business age, customer concentration. Higher score = less risky.
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.
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