The commercial model problem
Commercial AI can accelerate proposal work while exposing the exact IP, pricing logic, or capture strategy a team is trying to protect. The question is not whether AI is useful. It is where the prompts and documents go.
For sensitive work, a private on-premise enclave creates a different operating boundary from a public model account.
Use the tool as part of the workflow
AI-assisted research still needs primary-source citations, senior review, and a conflict policy. The environment is one control; judgment and scope discipline are the others.
Sources
- DIA data-handling commitments.
- Public AI acquisition and small-business guidance.
SOURCES
Source presentation is carried in the article body where applicable. Reported facts and analytic judgment are kept distinct.