Coming soon
What a quality of earnings report is not built to tell you
A QoE answers the diligence question well. The value-creation question — what is driving the variation, and what would it take to move it — is a different scope.
Insights
Notes from the field.
On finance analytics, PE value creation, and what we see inside portfolio companies.
Framework
Your data is not ready for AI, and that is a solvable problem
The four-level readiness stack, the two dimensions that define it, and the failure mode we see most: a Level 4 capability bought before the data reaches Level 2.
Coming soon
Revenue leakage is a data architecture problem
Pricing drift, discount creep, and unbilled time are rarely hidden. They are usually just unjoined — sitting in a system that never connected to the customer dimension.
Coming soon
A source of truth is a commitment, not a deliverable
The model can be built in weeks. Keeping one definition per metric, owned by a named person, is a standing decision the finance team makes every month after that.
Start with a diagnostic, not a commitment.
Phase 1 is scoped to answer one question: is the opportunity real, and how big is it? If the numbers do not support a Phase 2, we will say so.