shiplightai

Reads a failing YAML test log, reproduces the failure, pinpoints root cause (code bug or spec gap), applies the minimal fix, and flags systemic issues for the team.

Takes a screenshot of your running app, inspects elements, and confirms that a CSS or component change landed as intended without needing to open DevTools.

Analyzes your site's content structure, entity clarity, citation signals, and AI retrieval readiness to predict whether Claude, Perplexity, and other LLM search engines will rank and cite you.