Niche Scoring Lessons From Real Technical SaaS Teams

Recurring lessons from technical SaaS teams that scored niches. Composites; patterns are real.

Lesson 1: Engineering Capability Is Not Builder-Fit

Team A scored builder-fit at 9 because the founder could build the system. Six months later, distribution was the bottleneck. Real builder-fit was 4. Lesson: capability lets you ship; audience lets you sell.

Lesson 2: Existing Spend Beats Differentiation Every Time

Team B obsessed over differentiation in scoring. Picked the niche with sharpest differentiation. Audience had no existing spend in the space - they had to be educated. Existing-spend score should have outweighed differentiation score.

Lesson 3: The Boring Niche Wins More Than Engineers Expect

Team C had five candidates. The technically interesting one (distributed systems tooling) scored 28. The boring one (billing reconciliation) scored 35. They picked billing. Three months in it produced revenue. Tracing would not have.

Lesson 4: GitHub Stars Are Not Reachability

Team D scored reachability based on GitHub stars on similar projects. That number does not correlate with paying customers. Specific channel for paying customers - not stargazers - is the right reachability metric.

Lesson 5: A Non-Engineer Outside Reviewer Catches Inflation

Team E had a co-founder who was non-technical. The non-technical co-founder scored the same five candidates and produced numbers 4-6 points different. The honest score lived between.

Lesson 6: Re-Score Quarterly After Launch

Team F re-scored after three months. The chosen niche was still strongest. The exercise also surfaced an adjacent niche worth a future product.

What These Share

Honest builder-fit. Existing-spend research. Boring niches winning. Outside review. Quarterly re-scoring. None are clever. All are uncommon among first-time technical founders.