The Mention Engine

Find out whether AI assistants mention your company, and what to fix so they do.

What it is

More and more buyers ask an AI assistant instead of searching. The Mention Engine measures how visible a company is in those answers. It asks ChatGPT, Perplexity, Claude and Gemini the questions real customers ask, checks whether the company is mentioned, how it is placed, which sources are cited and whether the AI gets the facts right. It also audits the website for AI readiness: crawler access, llms.txt, structured data, sitemap, text readable without JavaScript, and MCP or OpenAPI endpoints.

The output is a score from 0 to 100 with an open method, a comparison with competitors and a prioritised list of fixes, as a web report and PDF.

Who it is for

Swedish companies, from local businesses to B2B brands, that want to be recommended by AI assistants.

How it is tested

The check is first run on the studio’s own projects, then offered as a free quick check, a paid full report and monthly monitoring. The test measures how many companies run the free check and how many buy the full report.

How AI does the work

The check engine, the reports, the agent interfaces (MCP, OpenAPI, llms.txt) and the site are built with AI coding assistants by one person.

Status: Testing

MVP built and being tested. Not public yet; prices are proposals.

Part of The Unnamed Roads, an AI-native venture studio. See how the studio starts and tests ideas with AI or all projects.