01Challenge

Choosing a stack for a new project means dozens of interrelated decisions: rendering, frontend, queues, authentication, testing, deployment. Early mistakes are expensive to fix, and advice online is contradictory.

02Solution

• A data-driven rules engine: every option has a base weight and rules that raise or lower it
• Cross-layer rules keep the recommendations consistent with each other
• Every recommendation explains itself: reasons, pros, costs and scored alternatives
• A project generator command with the right flags, a list of libraries and a phased implementation plan
• Head-to-head technology comparisons, a production-readiness checklist and a glossary

03Results

• Published and free to use — no server and no database
• Report export to Markdown and PDF, plus a shareable configuration link
• Matching of similar real-world projects with a profile match percentage