How AI Fix Generation Works

Inside the AI Fix Engine: how recommendations are generated, scored, and prepared for deployment.

5 min readUpdated June 15, 2026

Overview

The Fix Engine reads audit findings and produces concrete, deployable changes — not generic advice.

Issue → context retrieval → candidate generation → multi-model evaluation → safety review → recommendation.

Every recommendation cites the exact URL, element, and proposed change so reviewers can approve in one click.

[ Get Started ]

Connect your site and let FixRank AI surface, approve, and deploy the next high-impact fix.