AI agents & integrations

Useful AI. Deliberate boundaries.

Connect AI assistance to the work your team already does, with clear access limits and human review.

Start with a bounded task

Knowledge lookup, first-pass triage, document preparation and workflow assistance are useful starting points. Choose a task with a clear owner, a known input and a reviewable result.

Connect with least privilege

Map data access, service accounts, consent and credential handling before enabling integrations. Separate read access from permission to change systems.

Keep people accountable

Define approval points, escalation paths and stop conditions. AI-generated recommendations remain proposals until an authorized person reviews them.

A scoped engagement

What the handoff can include

Final deliverables depend on discovery and the agreed scope. These are examples, not fixed commitments.

Use-case and data-flow map
Integration and access design
Evaluation checklist and review gates
Operator SOP and handoff

Working boundaries

Agree the access. Define the result.

Before work begins, agree permissions, change windows, acceptance criteria and recovery options. Recommendations distinguish observed evidence from assumptions and outstanding validation.

Read the engagement process →

Start with a clear problem

What needs to work better?

Define the outcome, the constraints and who will own the result.

Plan a conversation →