
Vibe App Scanner
VAS is an automated external security scanner for AI-built apps, giving clients one click AI-ready fix instructions. No AI is used scanning capabilities, all built by two security engineers. Strong or
What this SaaS is
Automated external security scanner for AI-built applications with fix instructions.
- Automated security scanning
- AI-ready fix instructions
- Continuous protection monitoring
- 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.
- Non-recurring revenue— No active subscriptions. The cash isn't contractually guaranteed to repeat.
Numbers that matter
Tech stack
Marketing channels
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 security tools is sizable but not expansive, focusing on specific niches.
- Saturationmature
Many established players exist in the security space, indicating a mature market.
- 3y trendgrowing
Increased awareness of security threats has led to growing demand for security solutions.
- AI disruptionwrapper killable
The product's reliance on basic scanning without AI makes it easily replicable by solo developers.
- Hype cyclemainstream
Security tools are widely adopted, placing them in the mainstream phase of the hype cycle.
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