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What Hong Kong finance teams ask first
In Sheung Wan workshops, finance leads rarely open with model architecture. They ask who signed the vendor form, how FX hits USD-denominated API invoices, and whether capitalisation rules change when a prototype becomes a product feature.
Questions we hear every cohort
- Which cost centre owns exploratory prompts versus production inference?
- How do we evidence approval when a product manager spins a weekend evaluation?
- What sample size is defensible for board reporting without reviewing every job?
Answers that travel well
We encourage paired ownership: a finance steward and an engineering steward for each AI development budget line. That pairing shows up again in our live cohorts and in the control matrix from AI Spend Audit Fundamentals.
Working near Street: 132 Hollywood Rd keeps us close to the firms asking these questions in person. Remote teams get the same curriculum with office hours timed to HKT.