Plan the exit before cloud credits or favorable pricing expire
Keep prompts, evaluations, schemas, observability, data exports, and a migration trigger independent enough to support a credible change.
Direct answer
Startup credits can change the timing of cash expense, but they do not prove sustainable unit economics. Record the post-credit price range and preserve the artifacts needed to test another provider or architecture.
Decision sequence
- Forecast the workload at current, expected, and peak usage after credits and discounts end.
- Separate provider-specific integrations behind explicit application interfaces where the cost is justified.
- Keep evaluation cases, prompts, schemas, and acceptance criteria portable and versioned.
- Define the cost, reliability, capability, contract, or risk trigger that would force a review.
Evidence to keep
- A post-credit cost range.
- An inventory of provider-coupled components.
- A small migration rehearsal or alternative-path test.
- A named decision date before the commercial terms change.
Sources and interpretation boundaries
FinOps FoundationFinOps for AIAI cost allocation, forecasting, optimization, governance, and business-value considerations.Google Cloud Architecture CenterAI and ML perspective: Cost optimizationWorkload-level cost drivers, unit costs, allocation, experimentation, and continuous optimization.National Institute of Standards and TechnologySecure Software Development FrameworkOutcome-based secure software practices for preparing, protecting, producing, and responding.
Decision boundary
This guide is an original educational synthesis. It does not inspect your workload, validate a contract, test a provider, certify security, recommend an investment, or promise cost, performance, funding, revenue, savings, or growth.