Resources

The work behind a useful AI service.

What reaches the agent after a transfer? Which document errors should stop a case? Who changes an answer when a policy changes? Get practical answers, test ideas and worksheets for the work behind the screen.

Perspective

AI in regulated industries: what changed in 2026

Explore architecture and evaluation considerations for regulated AI, including grounded responses, human review and deployment-specific controls.

Guide

Sovereign Deployment vs. SaaS for public-sector AI: a procurement-friendly comparison

When does it make sense to deploy AI in your own cloud, and when is SaaS the right call? A buyer's lens.

Architecture

Designing an AI activity record reviewers can use

The cost of treating audit as a feature — and what 'audit by default' actually requires across the stack.

Architecture

The crystallization loop: from generative answers to deterministic playbooks

How Assist captures patterns from successful generative responses and converts them to versioned, auditable rules.

Perspective

Co-Pilot, Not Auto-Judge: Designing Digital Appeals & Records

Why Digital Appeals & Records is built as a hearing officer co-pilot, not an automated decision system.

Guide

Fax AI: the channel that stayed and what to do about it

A fax can arrive successfully and still fail to reach the right case. Examine classification, missing pages, duplicate submissions and the evidence staff need before moving it forward.

See it in action

What should we take apart next?

Send us a workflow that keeps breaking. It might become the next field guide.