GuageAI – ROI and Security Monitoring for AI Coding Assistants

Summary: GuageAI provides real-time ROI dashboards, code quality scores, and security guardrails for teams using AI coding tools like Copilot, Cursor, Claude, or ChatGPT. It measures AI impact on projects by analyzing metadata without storing private code, enabling teams to track cost savings, detect AI-induced code issues, and identify vulnerabilities.

What it does

GuageAI uses a zero-configuration webhook setup to deliver live dashboards showing dollar savings versus seat costs, code quality metrics to detect AI-related bloat, and automated triage for security vulnerabilities caused by AI-generated code.

Who it's for

Engineering teams using AI coding assistants who need to measure AI’s effect on productivity, code quality, and security.

Why it matters

It solves the lack of visibility into AI tool impact, helping teams avoid technical debt and security risks while optimizing AI spend.