AI & API Integrations

Overview

Integrations that are reliable in production: authenticated server-side calls, input validation, error handling and logging. For AI features I focus on clear use cases, sensible guardrails and keeping secrets out of the browser.

What you can expect

• Third-party services connected securely on the server
• Validated inputs and graceful error states
• AI features scoped to a concrete user task
• Documentation of keys, limits and failure modes

Suggested engagement flow

1. 01

   Use case

   Define what the integration should achieve and for whom.

2. 02

   Prototype

   Validate the API or model against real data.

3. 03

   Harden

   Add validation, retries and monitoring.

4. 04

   Document

   Explain configuration and limits.

Frequently asked questions

Where are API keys stored?

Server-side only, as environment secrets — never in browser code.

Can you add AI to an existing product?

Yes, starting with one well-defined workflow before expanding.