04 / AI INTEGRATION
Useful AI, inside your product.
I integrate AI features into existing products using OpenAI and Claude APIs. The starting point is a specific user task, such as drafting, extracting or explaining information. I design the surrounding interface, server-side integration, evaluation examples and fallback behavior so the feature can be reviewed and maintained alongside the rest of your application.
AI features and integrations
OpenAI and Claude API features with a defined task, reviewable outputs and sensible failure states. I work directly with your team to define the deliverables, understand your existing systems and build changes that can be reviewed. The exact implementation, schedule and acceptance criteria are agreed before the work starts.
What the scope can include
- A defined user task and representative evaluation examples
- Server-side model integration and structured outputs
- Loading, failure and human-review states
- Usage controls, logging and integration documentation
What we’ll clarify first
- Which task should the model help a user complete?
- What information can be shared with a model provider?
- How will we judge a useful answer and handle a wrong one?
YOUR NEXT CHAPTER STARTS WITH A CONVERSATION
What are you building next?
A new product, a better workflow, an extra pair of hands.
Let’s talk about what moves your business forward.