AI document automation cut healthcare form completion from months to weeks at enterprise scale.
- Document volume
- 20k to 40k / month
- Completion timeline
- Months to weeks
- MRR
- $50k to $100k

What we shipped
A generative AI, computer vision, and document intelligence platform that turns complex healthcare templates into validated interactive workflows.
Healthcare organizations manage huge volumes of compliance, operational, and patient-services documentation. Large providers with tens of thousands of employees often process tens of thousands of documents every month.
Blueprint → AI Pilot → Production launch → Scale and operate.
We followed the Datablooz Delivery Model. See our process.
- Blueprint
Mapped template families, validation rules, and compliance requirements across client healthcare organizations.
- AI Pilot
Built document understanding and template recognition models, then wrapped them with generative AI assistance on a pilot template set.
- Production launch
Deployed form digitization, real-time validation, and the automated document processing pipeline at enterprise scale.
- Scale and operate
Extended to classification, regulatory compliance monitoring, contract analysis, and AI audit assistants.
Business, technical, and governance outcomes.
- Completion dropped from months to weeks.
- 20,000 to 40,000 documents processed monthly per client.
- Live product generating $50k to $100k MRR.
- Compliance enforcement for workforces up to 150,000.
- Python
- LayoutLM
- LLMs
- FastAPI
- PostgreSQL
- Celery
Configurable per-tenant validation rules, structured audit records on every submission, and role-based access across review and approval.
Working on something similar?
Schedule a call. We will tell you honestly whether AI is the right move.
Reference calls available under NDA after the second working session.