NetDocuments puts governed context at the center of AI economics

On October 23, 2026, NetDocuments published its recap of the October 19–21 Inspire conference and said its internal benchmark halved the cost per correct answer by changing context while holding the model, tool and questions constant, implying nearly $1 million in annual savings for a hypothetical 2,000-professional organization. The vendor also said MCP requests run under each lawyer’s permissions, ethical walls and AI-exclusion policies and leave an audit trail. The benchmark is vendor-produced and its scale assumption is larger than most mid-sized firms, so leaders should reproduce it with their own matter mix, retrieval corpus and usage volumes. The operational lesson is still useful: context quality and inherited access controls should be tested as economic and risk variables, not treated as back-office plumbing.