AI Integration
Enterprise GenAI Content Platform
A generative-AI content production platform for a regulated content operation: faster cycle time, a human review gate, and a full record of what was generated and approved.
Case Studies / AI Document-Processing System
AI Document-Processing System
Production AI agents handling document classification, routing, and triage at operational scale, with humans on the regulated decisions.
2026 · Production AI for a regulated operations team
Project Tags
AI IntegrationAI Agent SystemsOperations
Client Summary
A regulated operations team processing high volumes of documents, where accuracy and auditability matter far more than novelty.
What We Built
We built production AI agents for document classification, routing, and triage, running reliably at operational scale. The system is designed around the assumption that the model will sometimes be wrong, so uncertainty is measured and escalated rather than hidden.
How We Approached It
Azure AI Foundry with cost-appropriate model routing, confidence thresholds that escalate uncertain cases to a human, and an audit log on every action the system takes. No regulated decision is made autonomously; the agents do the volume work and hand the judgement calls to people.
Outcome
The team processes a far higher volume without a matching rise in headcount, every decision is traceable, and the cases that genuinely need human judgement are the ones that reach a human. The system runs tens of thousands of times a month without supervision.
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