A No-Hype Take on Niche Scoring (AI SaaS)

Honest version.

What It Does

• Filters niches with no reachable audience
• Filters niches with zero existing spend
• Forces honest builder-fit (audience, not capability)
• Catches saturated AI categories before commitment

What It Does Not Do

• Not validation
• Not certainty
• Does not replace problem interviews

Recommendation

Run it. Cheap insurance. Do not expect more than that.