“Module three’s vendor walkthrough cut our reconciliation time on OpenAI and cloud GPU bills nearly in half.”
Priya S. · FP&A partner
Flagship course
AI Spend Audit Fundamentals
A practical path for auditors and product leads who need defensible financial auditing around AI development budget controls.
What you will be able to do
- Map token, GPU, and vendor invoices to project codes that finance recognises.
- Sample AI experiment spend without reviewing every log line.
- Draft a control matrix that separates authorised R&D from shadow evaluations.
- Interview engineering leads using scripts that surface cost decisions, not jargon.
Modules
01
Reading the AI cost stack
How model APIs, fine-tunes, and evaluation jobs show up on invoices.
02
Authorisation trails
Tickets, budget owners, and evidence that survives an internal review.
03
Vendor invoice walkthroughs
Unpack platform fees that hide token overages and reserved capacity.
04
Sampling without theatre
Risk-based samples for high-variance AI development lines.
05
Contractors and capitalisation
Line-item drills where people costs meet model experiments.
06
Control matrix clinic
Assemble a matrix you can brief to a controller or board committee.
Instructor
Avery Ng
Former internal audit lead for a Hong Kong digital bank, Avery now designs curricula on AI spend controls. She has facilitated 19 Control Room Cohorts and still reviews anonymised invoices before each live session.
Informational pricing
Ledger Seat access is listed at HK$ 4,800 per learner. Live Control Room Cohorts start at HK$ 28,500. See pricing for the full informational table — no online payment is collected on this site.
Reviews from this course
I liked the sampling method, but the homework assumes you can export tagged cloud costs. Our team needed IT help before module four felt fair.
Daniel · Causeway Bay
FAQ
Do I need an accounting background?
No. Controllers move faster, but product ops leads with budget ownership regularly finish the cohort. We explain debit/credit only where AI cost centres require it.
Is this a software product training?
No. Aicodeforge Digital teaches methods and judgment. We reference financial auditing patterns for AI development budget controls; we do not sell or install an auditing app.
What is a real limitation of this course?
We do not cover cross-border transfer pricing or tax treatment of capitalised AI R&D. Those topics need your tax counsel. The course also cannot fix missing cloud tags — you will still need a tagging cleanup if metadata is absent.
How do refunds work?
See our Refund policy for eligibility windows and process details.