# EXL AI-powered Medical IDP cuts claim review time from days to hours on AWS

Digest AI · Enterprise & Industry · published 2026-09-21T16:24:40Z

Canonical: https://digestai.news/story/exl-ai-powered-medical-idp-cuts-claim-review-time-from-days-to-hours-o

## Summary

EXL introduced an AI‑driven Medical Intelligent Document Processing (IDP) solution built on AWS to automate the extraction, summarization, and querying of complex medical records used in insurance claims and health‑care case management. The pipeline combines Xtrakto.AI, a template‑agnostic document processor, with the EXL Insurance LLM, a domain‑specific large language model fine‑tuned on nine years of claims data. All components run on Amazon SageMaker, Amazon Bedrock, and other AWS services, keeping model development and inference within a single, secure environment.

According to EXL, the system reduces manual review time, which traditionally exceeds 100 minutes per case, from days to hours. Internal benchmarks used over 13,500 records and reported that the solution can handle 25‑30% handwritten content while providing confidence scores and human‑in‑the‑loop validation. A large health‑care payer that adopted the solution saw faster case handling, higher productivity for nurses and coordinators, and improved accuracy through traceable, code‑validated outputs.

The solution emphasizes responsible AI, with HIPAA‑aligned de‑identification, content filtering, and audit‑ready traceability, allowing regulated organizations to leverage AI without compromising data privacy.

## Key points

- EXL Medical IDP merges Xtrakto.AI and a domain‑specific Insurance LLM on AWS to automate medical record processing.
- Internal tests show review time dropped from days to hours, cutting manual effort of over 100 minutes per case.
- The pipeline handled more than 13,500 records, including 25‑30% handwritten pages, with confidence scoring and human‑in‑the‑loop checks.

## Why it matters

Automating complex medical document workflows speeds insurance and health‑care decisions, cuts costs, and demonstrates how fine‑tuned LLMs on cloud can safely handle regulated data.

## Sources

1. [Reducing medical claims review time with AI on AWS: The EXL Medical IDP solution](https://aws.amazon.com/blogs/machine-learning/reducing-medical-claims-review-time-with-ai-on-aws-the-exl-medical-idp-solution) (AWS Machine Learning Blog, 2026-09-21, primary source)

## Cite

Digest AI, "EXL AI-powered Medical IDP cuts claim review time from days to hours on AWS", 21 September 2026, https://digestai.news/story/exl-ai-powered-medical-idp-cuts-claim-review-time-from-days-to-hours-o

---

Written by Digest AI's editorial model from the linked sources; the sources are the record. Headlines, digests and key points are written by Digest AI and may be quoted with a link to the story page. Linked articles belong to their publishers. Terms: https://digestai.news/terms#reuse
JSON: https://digestai.news/story/exl-ai-powered-medical-idp-cuts-claim-review-time-from-days-to-hours-o.json