William McNeil

William A. McNeil, J.D. is a licensed attorney, entrepreneur, sales executive, and AI visibility strategist with more than 30 years of experience helping businesses accelerate grow

Published Content

• Beyond Keywords: Decoding the Algorithmic Logic Behind ChatGPT's Professional Credibility Assessment

  ChatGPT uses entity clarity, citation density, and semantic alignment to verify professional expertise in 2026. These signals help AI models distinguish reliable, highauthority pr…

• What Does AI Think You Do? Why Professional Reputation and AI Reputation Are No Longer the Same Thing

  AI platforms are now critical recommendation engines influencing professional discovery. A significant "AI Reputation Gap" means AI often fails to accurately understand a professi…

• How to check what ChatGPT says about your business?

  To audit your business on ChatGPT, use a diagnostic sequence of branded, category, and comparison prompts in a fresh, unbiased chat session.

• What is the ROI of AI visibility and the cost of LLM omission?

  The ROI of AI visibility recovers highintent leads and prevents reputational damage from hallucinations. LLM omission costs revenue when AI search engines fail to cite your firm,…

• What is the executive protocol for correcting AI hallucinations?

  The executive protocol for correcting AI hallucinations is a systematic process that realigns inaccurate digital data with verified authority markers across LLMs. It involves iden…

• Why is ChatGPT recommending your competitors instead of you?

  ChatGPT recommends competitors when their digital authority signals are stronger in its training data and realtime search. A "citation gap" means your professional footprint lacks…