The pressure to adopt AI is intense. Boards are asking about it. Competitors are announcing it. Vendors are selling it. And executives are committing capital to it — often without answering the most important question: Is our organization actually ready?
AI readiness is not a technology question. It is an organizational question. Six specific factors determine whether an AI deployment will succeed or become a multimillion-dollar lesson.
First, data quality: is your data actually clean, consistent, and accessible enough for AI to use? Second, workflow compatibility: can your operations absorb the changes AI will introduce? Third, vendor dependency: how locked in will you become to a single provider? Fourth, realistic ROI: what does a honest return look like — not the vendor's sales pitch? Fifth, accountability: who owns the outcome if the project underperforms? Sixth, exit strategy: if it does not work, how do you walk away without catastrophic losses?
The technology is the easy part. Readiness is the hard part. And readiness is exactly what independent review examines before the capital moves.