The Authority Intelligence™ OS

The ongoing platform that measures and monitors how AI reads you over time. Authority Graph is the foundation; Blueprint and Strategic Insights are built in.

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Profile Optimization for LinkedIn

A self-contained, one-time optimization built on Lilypath's patent-pending system — priced by who you are, from $149.

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Fix Library

How to fix what ChatGPT gets wrong about you.

You can't argue with the answer. You can only change what it's built from. Here's the five-step correction loop that actually works.

Why can't I just tell ChatGPT it's wrong?

Correcting a chatbot in conversation fixes exactly one chat, for exactly one person: you. The engine doesn't remember your correction, and the next hiring manager who asks gets the same wrong answer, assembled fresh from the same sources. AI answers aren't stored opinions — they're synthesized on demand from whatever the model can retrieve about you. Fixing the answer means fixing the retrieval.

Step 1: Get the actual diagnosis

Ask the engines what a stranger would ask: Who is [your name]? What is [your name] known for? Would you recommend [your name] for [the work you want]? Note three failure types — you're missing (the engine doesn't know you exist), you're misread (wrong role, wrong seniority, wrong domain), or you're mixed up (facts from someone else's record). Each has a different fix.

Step 2: Find where the answer comes from

Engines lean hardest on a small set of retrievable sources — and for professional queries, LinkedIn dominates. Lilypath research ranks it as the most-cited domain when AI systems answer questions about professionals. That means your profile isn't a supporting document. It is, functionally, the prompt.

Step 3: Correct at the source, not in the chat

Whatever the engine got wrong, trace it to the signal that taught it. An outdated headline still describing the last job. An About section that never states your actual expertise. A role description missing the accomplishment you're now known for. Engines repeat claims; they don't infer generously. If your record doesn't say it plainly, the answer won't either.

Step 4: Give the engines something to cite

Answers built only from your profile are thin answers. Published, retrievable proof — a byline, a talk, a piece under your name that other sources reference — is what upgrades an engine's read from "exists" to "authority." One well-placed, citable piece outweighs a month of posting into the feed.

Step 5: Re-check, because the answer moves

Models retrain, sources shift, and competitors publish. An answer that's right in March can drift wrong by September — silently. The fix isn't a one-time rewrite; it's a cadence: check, correct, confirm. That's the loop Authority 360 runs for you every week.

Where do I start?

With the diagnosis. Run your free Authority Snapshot and see exactly what ChatGPT and Gemini say about you today — then you'll know which step above is yours.