Insights
Operating notes on the AI workforce.
Direct answers for leaders putting AI to work.
Fundamentals
What is an AI workforce?
An AI workforce is a set of production AI agents that complete defined business work inside your systems, with humans approving exceptions.
6 min read
Governance
Human-in-the-loop AI, explained for operators
How policy checks, confidence thresholds and approval queues keep AI agents accountable.
5 min read
Playbook
How to choose your first AI workflow
Volume, rules, systems access and measurable outcomes: four tests for picking a workflow that will reach production.
7 min read
Playbook
Why AI pilots stall before production
Five conditions separate an impressive demo from an agent doing real work every day.
8 min read
Document Intelligence
Document intelligence is not OCR
Reading a document is the easy part. Validating it against your systems is where the value is.
6 min read
Economics
Measure agents in cost per transaction
The simplest honest metric for AI value is what each completed unit of work costs.
4 min read
Governance
Setting approval thresholds that people trust
Start strict, publish the rules and loosen them only with evidence.
5 min read
Finance
Where agents help in the month-end close
Reconciliations, accruals support and variance commentary are strong early candidates.
5 min read
Security
Five controls every enterprise agent needs
Least privilege, isolation, logging, injection defences and human approval.
7 min read