Niche Scoring Examples for Technical Founders

Two worked niche-scoring examples for technical founders. Names and numbers illustrative.

Example 1: Senior Backend Engineer

Distributed tracing for microservices: R5, F7, S6, D4, B7 = 29

Database migration tools: R6, F4, S5, D6, B6 = 27

API documentation generators: R7, F5, S4, D4, B5 = 25

SaaS billing reconciliation: R8, F8, S9, D6, B4 = 35

Dependency security scanning: R7, F6, S8, D5, B5 = 31

Winner: billing reconciliation. Despite low builder-fit, audience reachability and existing spend are strong. The technically exciting niche (tracing) scored fourth. Founder picked billing and learned the domain through interviews.

Example 2: Staff Engineer Going Indie

Internal developer platform tooling: R6, F6, S7, D5, B7 = 31

Kubernetes cost optimization: R7, F7, S8, D5, B5 = 32

Service mesh observability: R5, F6, S6, D5, B6 = 28

SaaS analytics for engineers: R7, F8, S8, D6, B6 = 35

API rate limiting tools: R6, F5, S5, D5, B5 = 26

Winner: SaaS analytics for engineers. Builder-fit and pain frequency tipped it. The Kubernetes niche was the founder's exciting pick - it scored second by 3 points, making it a credible backup if the analytics niche fails interviews.

What These Share

The exciting niche almost never wins. Existing spend and reachability do most of the predictive work. Differentiation scores converge low across most candidates - that gets sharpened in interviews, not at scoring.

Stealing the Pattern

Five candidates including ones outside your usual interest. Honest scoring on customer-facing criteria. Pick the highest. Schedule interviews.