AI agents need a clear, up-to-date, and consistent source of truth to produce reliable content. When the documents they rely on are outdated, incomplete, or contradictory, even agents that follow instructions correctly produce inaccurate results.

The first time my AI agent wrote a comparison article, it described us using messaging we’d retired a year earlier. The model simply looked through our own files and copied what it found. Half the files were outdated, and two contradicted each other.

That explains nearly all the disappointing results I’ve seen from AI agents. While teams debate models and prompts, the real bottleneck lies in the reference material.…