when
When to choose each approach
The right answer depends on evidence already available, urgency, and the risk of creating more AI before measuring what exists.
Comparison
AI audit vs AI implementation
A field guide for deciding whether to measure, stop, or build when the organization already has AI activity but little proof.
Audit first when the problem is unclear.
decision
The useful decision
A Harmondale comparison does not need a villain. It clarifies which approach serves the immediate decision without vendor bashing.
next-step
Next step
If cost, value, or risk remain unclear, start with a short audit before buying a larger program.
Comparison
AI audit
AI implementation
Choose based on available evidence.
Evidence
Delivery
Evidence should precede delivery when ROI is blurry.
Short scope
Large scope
A short scope reduces theater and speeds up decisions.
Owner
Vendor
The value owner must remain inside the company.
FAQ
Is this anti-agency?
No. Agencies are useful when the problem is clear. This page only helps choose the right order.
When should we audit before implementing?
When nobody can explain full cost, owner, value KPI, and stop threshold.
Comparison