Insights
Articles and guides for operations leaders evaluating AI automation. Written for the COO who needs numbers, the IT lead who needs an audit trail, and the managing partner who needs a safe way to start. No hype, no vendor pitch.
Before you run a pilot, you need to know if your data, workflows, and team are in a position to make one succeed. This checklist covers the 7 dimensions we assess in every Readiness Assessment, so you can run a self-evaluation before any conversation with a vendor.
The CFO wants numbers. The problem is most AI pilots don't produce them. This guide explains how to build a pre-flight ROI model from three inputs: current workflow cost, expected automation rate, and quality acceptance bar, and why the third input is the one most vendors skip.
A demo can look impressive. An eval dataset tells you whether the system actually works on your data, in your domain, at your quality bar. This guide explains how to build one before you write a line of code, and why we author ours on day one of every engagement.
Most AI pilots fail because the right questions weren't asked before the contract was signed. Scope, data access, acceptance criteria, human-in-the-loop requirements, rollback plan: these are the 12 questions that separate a pilot that ships measurable results from one that produces a demo.
Most teams reach for fine-tuning when retrieval-augmented generation would cost less, be easier to update, and produce more auditable outputs. This guide explains the real tradeoffs (latency, cost, data requirements, and update cadence) with a decision matrix for professional services use cases.
Before your AI system touches a client file, a financial record, or a regulated workflow, there are 15 governance questions you need to answer: data flow, model allowlists, prompt versioning, audit logs, human-in-the-loop gates, and breach-notification posture. This checklist walks through each one.
Don't want to wait?
The guides above are a starting point. Book a free discovery call and we will tell you whether an assessment would pay off for your specific workflows.