Clear decision boundaries, not hidden incentives.
Makelyo Studio is designed to make project decisions explainable. These boundaries help keep recommendations focused on the user's build.
The project comes first
Recommendations are about the complete setup, not a ranking of isolated products. A useful outcome can be to keep existing gear or buy nothing.
Compatibility, fit and budget have different jobs
Hard compatibility checks whether parts can work together. Soft fit scoring compares suitable options for the project. Budget optimization is a separate step, so a lower-cost choice does not redefine what fits.
Facts and offers stay separate
Stable product facts are separate from merchant offers, including price and availability. This keeps changing merchant information from becoming a product claim.
Evidence and economics do not override the build
Missing evidence is not fabricated. Affiliate commission, payout, EPC and merchant economics never improve a recommendation or fit score.