How SkillChirp works.

Are buildability scores guarantees?

No. They are structured editorial estimates intended to help compare scope and engineering complexity. Production requirements vary by product, team, data, compliance and integration constraints.

Does SkillChirp claim exact market demand?

No. Baseline demand scores are clearly separated from measured evidence. See the demand methodology.

Can I submit a product to Battles for free?

Yes. Organic ranking is based on qualified engagement such as views, outbound clicks and votes—not payment for a permanent rank.

Why do some reports say “Maybe”?

Because an AI-assisted prototype can be easy while production reliability, security, compliance or domain-specific validation can make the complete product substantially harder.

How are reports updated?

SkillChirp revises reports when the underlying assumptions, tooling or engineering constraints materially change.