Capstone final-review audit

This page is being reviewed against the final General AI Fluency capstone requirements. Outdated deployment references, duplicate evidence, and unsupported claims will be replaced with the current public portfolio, live opportunity workflow, documented local-first agent, public repository, test evidence, and honest limitations before final submission.

Final Impact Project

FlyRank Opportunity Intelligence Studio is a local-first, explainable decision workflow that converts approved Google Search Console and Google Analytics 4 exports into a ranked content-opportunity queue for human review.

The public application is implemented as FlyRank Opportunity Workflow, while the documented bounded agent is FlyRank Opportunity Scout. Together, they demonstrate the complete General AI Fluency track: data handling, prompt and workflow design, agent boundaries, public deployment, documentation, evaluation, personal branding, and launch hardening.

Final Reviewer Path

1. Open the final capstone page
2. Run the live browser workflow
3. Review the public source repository
4. Watch the narrated end-to-end demonstration

Core User Problem

SEO and content teams can export large GSC and GA4 datasets, but the raw reports do not directly explain:

• which landing pages deserve attention first;
• which signals produced the priority;
• whether the two sources aligned correctly;
• where evidence is incomplete;
• what a human should verify before acting.

Product Promise

Upload approved GSC and GA4 CSV exports—or use the built-in synthetic demonstration—and receive:

1. A ranked opportunity queue