
SessionWatcher
I sell a MacOS menu bar app to help users track their AI token usage in Claude Code & Codex.
What this SaaS is
Tracks AI token usage in Claude Code & Codex for MacOS users.
- MacOS menu bar app
- AI token tracking
- Affiliate program
- 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
- TAMsmall
The target audience is niche, limiting the total addressable market.
- Saturationmature
The market for developer tools is well-established with many competitors.
- 3y trendgrowing
Interest in AI tools has increased, driving growth in related applications.
- AI disruptionwrapper killable
The app's functionality can be easily replicated by solo developers.
- Hype cycleearly
The focus on AI usage tracking is still emerging, indicating early adoption.
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