Full LLM Lab

    The full LLM Lab for AEO

    The LLM Lab is a standing instrument for AI search. Every week it re-reads your key pages the way ChatGPT, Claude and Perplexity agents do, reads your competitors the same way, flags any regression in what the agents receive, and turns each one into a task you can verify.

    Page re-reads
    Weekly
    Answer engines
    4
    Tasks per sprint
    Up to 4

    Weekly page monitoring

    Each week the Lab fetches your tracked pages as live AI agents and as a rendering browser. It stores status, text received, main text ratio, first content offset and sentence survival for every page.

    Regression alerts you can trust

    Regressions compare what the agent received this week with last week. Claim regressions re-check last week's surviving sentences against the new read, so you see a real change in the page, not noise.

    Competitor reads

    The Lab reads competitor pages with the same agents and the same measures, so you can see who the agent can read and who it cannot.

    Prompt library

    A library of buyer-intent prompts built from your category runs across ChatGPT, Claude, Gemini and Perplexity, so citation movement lines up with the pages that changed.

    From alert to verified fix

    Every regression becomes a sprint task with a verification step. After you ship, the Lab re-reads the page and closes the task when the signal passes.

    FAQ

    Questions people ask

    What is an LLM Lab?

    A standing setup that measures how AI agents fetch and cite your site every week, and verifies each fix after it ships.

    Who is the LLM Lab for?

    Teams on a paid Bull AI Labs plan who want AI search measured continuously instead of once.

    Keep reading

    Related

    Updated 2026-10-13. Sources: Bull AI Labs probe runs, saved per diagnosis · bullai.tech/methodology

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