“The vendor invoice walkthrough in module three finally showed our FP&A team where token overages were hiding inside platform fees.”
Mei L., financial controller · Central
Aicodeforge Digital
Financial auditing that keeps AI development spend honest.
We teach controllers and product leads how to read model costs, vendor invoices, and experiment budgets without slowing delivery.
Browse courses2,140
Learners who finished a live cohort since 2022
38
Hong Kong product and finance teams coached on-site
4.2
Average course rating across post-session surveys
Featured programme
AI Spend Audit Fundamentals
A six-module path that maps API invoices, cloud tokens, and contractor line items into an audit trail finance can defend.
Built for auditors who sit beside engineering — not outside it. You leave with worksheets, interview scripts, and a sample control matrix for AI development budget controls.
Open course detailWhy teams enrol
What changes after the first month
01
Shared language between finance and builders
Replace vague “AI burn” labels with cost centres that match how models, fine-tunes, and evaluation jobs actually run.
02
Evidence that survives an internal review
Learn sampling methods that hold up when a board asks how last quarter’s generative experiments were authorised.
03
Early warning without alarm theatre
Spot anomalous spend patterns early enough to intervene, without fake urgency or dashboard panic.
From the room
Notes from recent cohorts
“Useful, though the sample control matrix assumes you already have clean cloud tags — we spent an extra week cleaning metadata before the exercises clicked.”
Client in enterprise software · Kowloon
Bring audit discipline to your AI budget line
Start with a course, or talk to us about a cohort for your Hong Kong finance and product leads.