Case library
InsuranceHead of Operations

The Policy Answer Nobody Can Find

A RAG assistant reduces policy-search time while preserving citations and access boundaries.

The scenario

Operations staff answer the same policy questions differently because documents are scattered and partly outdated. A proposed knowledge assistant must retrieve sources, respect permissions and expose stale material.

How AI enters the workflow

  1. Frame the decision

    Human

    The accountable leader defines the outcome, constraints and what must remain human.

  2. Prepare evidence

    AI

    AI organises the relevant material, assumptions and options with sources where available.

  3. Test the workflow

    Human + AI

    A small team tests the proposed workflow on representative work and records failures.

  4. Make the call

    Human

    A named person approves the decision, boundaries and measure of success.

  5. Learn and improve

    Human + AI

    Results, feedback and exceptions feed the next review rather than disappearing in a project report.

Ask about this workflow

ADA, the taskforce deputy, explains exactly how human and AI share the work — ask anything.

The human + agent taskforce

Team leader — approves every deliverable

Team leader — approves every deliverable

Agents propose and execute. The human leader always approves the final result.

Outcomes

MetricBeforeAfter
Time to a defensible first decisionFragmentedVisible and repeatable
Human accountabilityImplicitNamed at each hand-off
Learning signalAnecdotalReviewed every cycle

Key takeaways

  • Start with a bounded business decision, not a technology demonstration.
  • Make the human owner, evidence and escalation route visible before scaling.
  • Treat feedback as a design input: it improves the system and the team's judgment.

Related concepts

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