when NOT to use it
A cautious decision is still a useful decision. Skip the route when the unknowns are more serious than the time saved.
Choose certainty when the stakes are high
Do not send confidential records, unreleased intellectual property, authentication material, or regulated personal data merely to see whether a workflow works. Piapi may be reasonable for low-risk experimentation, but high-impact use requires provider review, contractual clarity, access controls, and an approved fallback.
Start a low-risk test
- Use public or synthetic inputs first
- Keep credentials on a server
- Review every important output