Enhancements to AI/ML automation of entitlement ingestion

We’re excited to announce a major enhancement to our entitlement ingestion capabilities within IT Asset Management.

Previously, our automation relied on a pre-trained vendor-specific model. With this latest release, we’ve transitioned to a Large Language Model (LLM)-powered approach, significantly improving our ability to recognize, interpret, and ingest entitlement documents with greater accuracy and flexibility.

What's new

• LLM-based document recognition—More intelligent parsing of complex and varied entitlement formats.
• Improved automation—Reduced manual intervention and faster ingestion times.
• Higher accuracy—Better handling of edge cases and non-standard vendor documents.

Rollout plan

This enhancement will be rolled out in a phased approach to ensure a smooth transition and optimal performance across environments.

If you’re interested in early access or would like to participate in the rollout, please contact aswindells@flexera.com