Insights
Clear thinking.
Better questions.
Short notes on the numbers, the evidence and the decisions behind AI engineering spend.
Spending clarity · 4 min read
The bill is not the token count.
Why actual expenditure and estimated consumption belong in separate accounts.
Read the noteDelivery evidence · 3 min read
What a merged pull request actually proves.
Link AI coding-agent spend to commits, merges and production evidence, with clear limits on what each milestone establishes.
Read the noteLeadership practice · 4 min read
A better AI budget review starts with a decision.
A practical agenda for bringing finance and engineering to the same account.
Read the noteSymentrio
See the work behind
your AI spend.
Start with one team and the coding tools your developers already use.
Talk to usA scoped pilot: usage, costs and delivery evidence.