- Private document workflow trial
- Docling/OCR and vision-language benchmark
- Security hardening and OIDC/SSO preparation
- Audit logging and retention planning
- Planned update windows
- Monthly review and change-control support
For production business use where private forms, PDFs, invoices, code, or knowledge workflows need security, evidence, review gates, and operating discipline before automation promises.