Knightvision
Important: A significant portion of recurring revenue is processed through Whop (separate billing platform) and is NOT reflected in the Stripe MRR or all-time totals shown above. Actual MRR is meaning
What this SaaS is
Generates AI-driven video ads and analyzes ad performance for businesses.
- AI Video Generation
- Ad Analyzer
- Credit-based pricing
- Unlimited creative variations
- Performance analytics
- 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.
- Single acquisition channel— All customers come from one acquisition channel. Pull the plug and revenue dies.
Numbers that matter
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 content creation market has a moderate size with various established players.
- Saturationmature
Many competitors exist, indicating a mature market with limited room for new entrants.
- 3y trendgrowing
The demand for AI-driven content tools has been increasing, suggesting a growing trend.
- AI disruptionvulnerable
The product appears to be a wrapper around existing technologies, making it vulnerable to disruption.
- Hype cyclemainstream
AI content tools have gained traction and are now widely adopted, placing them in the mainstream phase.
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