Agentic workflow to measure and improve how a company is represented by LLMs.
An agentic system that measures how LLMs portray a company in buyer prompts, audits on- and off-site dimensions that influence LLMs, and suggests high-leverage fixes. It measures LLM responses using performance scores and audits dimensions using deterministic scoring rubrics. Every score is reproducible run-to-run. There are two human-approval gates. The final artifact is a summary of results and recommendations in HTML.