Lettertrace
Monitor brand mentions and position in AI-generated answers
Measure AI discovery and improve how agents use your product

The Prompting Company helps software businesses understand how their products are discovered and used by AI systems. Its discovery workflow identifies customer questions, develops relevant content, and measures traffic and mentions from AI services. Visibility audits provide a starting point for investigating where a product appears in AI-generated answers.
A separate agent-experience workflow examines tasks that agents perform through a product's APIs, command-line tools, SDKs, MCP servers, or documentation. It looks for setup problems, missing guidance, and unclear errors that interrupt those tasks. Teams can use the findings to prioritize changes and track progress in both discoverability and practical usability by agents.
Tried it? Share a useful thought or ask a question.
Good conversations start with a hello.
Sign in to comment