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# AI API launch checklist: eight checks before production

By [HiAPI (@hiapi)](https://listium.com/@hiapi)

4 views · 0 likes · 0 followers  
Published 21 October 2026 · Updated 21 October 2026

Category: technology &amp; computing

A practical launch checklist from the HiAPI team for developers integrating image, video or text generation. Use each item as a release gate and keep evidence that it works in your application. These checks apply across providers; consult the specific model documentation before choosing parameters or retry behavior. HiAPI: \[https://www.hiapi.ai/en/\](https://www.hiapi.ai/en/)

## Items

### 1. [Validate model inputs: test one minimal documented request and reject missing or unsupported fields before sending it.](https://listium.com/@hiapi/151275/ai-api-launch-checklist-eight-checks-before-production/0/validate-model-inputs-test-one-minimal-documented-request-and-reject-missing-or-unsupported-fields-before-sending-it)

Item ID: `0`

### 2. [Keep credentials server-side: confirm browser code, error messages and logs contain no API keys.](https://listium.com/@hiapi/151275/ai-api-launch-checklist-eight-checks-before-production/1/keep-credentials-server-side-confirm-browser-code-error-messages-and-logs-contain-no-api-keys)

Item ID: `1`

### 3. [Set limits before launch: cap spend, concurrency and request size; show users when a limit is reached.](https://listium.com/@hiapi/151275/ai-api-launch-checklist-eight-checks-before-production/2/set-limits-before-launch-cap-spend-concurrency-and-request-size-show-users-when-a-limit-is-reached)

Item ID: `2`

### 4. [Persist job state: save an internal job ID and provider task ID so a generation can survive a closed browser tab.](https://listium.com/@hiapi/151275/ai-api-launch-checklist-eight-checks-before-production/3/persist-job-state-save-an-internal-job-id-and-provider-task-id-so-a-generation-can-survive-a-closed-browser-tab)

Item ID: `3`

### 5. [Treat timeouts as uncertain: check the existing task before retrying; use idempotency only where documented.](https://listium.com/@hiapi/151275/ai-api-launch-checklist-eight-checks-before-production/4/treat-timeouts-as-uncertain-check-the-existing-task-before-retrying-use-idempotency-only-where-documented)

Item ID: `4`

### 6. [Handle callbacks carefully: verify the documented signature, deduplicate events and test delayed or repeated delivery.](https://listium.com/@hiapi/151275/ai-api-launch-checklist-eight-checks-before-production/5/handle-callbacks-carefully-verify-the-documented-signature-deduplicate-events-and-test-delayed-or-repeated-delivery)

Item ID: `5`

### 7. [Verify the output: check that the returned asset is accessible and store it according to the provider retention policy.](https://listium.com/@hiapi/151275/ai-api-launch-checklist-eight-checks-before-production/6/verify-the-output-check-that-the-returned-asset-is-accessible-and-store-it-according-to-the-provider-retention-policy)

Item ID: `6`

### 8. [Test recovery end to end: simulate network loss, rate limits and failed jobs; confirm users see accurate status and next steps.](https://listium.com/@hiapi/151275/ai-api-launch-checklist-eight-checks-before-production/7/test-recovery-end-to-end-simulate-network-loss-rate-limits-and-failed-jobs-confirm-users-see-accurate-status-and-next-steps)

Item ID: `7`
