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Document AI
November 10, 2025
7 min read

Document Processing at Scale with AI Agents

SK

Srini Kolusu

COO, Moring AI

Document processing is the unglamorous backbone of finance and insurance operations. Claims documents, underwriting submissions, compliance filings — billions of documents flow through these industries every year, and most are still processed manually or with brittle rule-based systems.

Traditional OCR and extraction tools solve only part of the problem. They can pull text from a PDF, but they can't understand context, apply business rules, or handle exceptions. The result is high error rates, expensive human review, and persistent backlogs.

Agentic AI transforms this equation. Instead of a single extraction model, our approach uses coordinated AI agents that classify documents, extract relevant fields, validate against business rules, and route exceptions to the right human reviewers.

The human-in-the-loop design is critical. Our agents don't try to replace human judgment — they augment it. When an agent encounters uncertainty, it escalates to a human reviewer with all relevant context, making the review process faster and more accurate.

Results from our deployments speak for themselves: 80% reduction in manual processing time, 95%+ accuracy on extraction tasks, and cycle times measured in minutes rather than days. The key is not just AI capability, but the platform infrastructure that makes it reliable at scale.

Tags:Document AIEnterprise AIMoring AI