Generative systems invent details when context is thin. In support, HR, and policy Q&A, that risk is operational—not academic.
Design for wrong answers
Use retrieval from approved sources, show citations, restrict tools the model can call, and require human confirmation for refunds, access changes, or legal statements. Track escalation rates and error audits.
Speed without verification is just faster mistakes.
Javan Informatics Group helps organizations turn these priorities into governed, operable programs—not one-off projects.