Service / AI Features & Automation
Put AI where it removes real friction.
Add search, summaries, extraction, automation, or assistant flows to a native Apple app without turning the product into a generic chatbot.
The problem
If this sounds familiar
- You have a workflow where AI could remove repetitive work or surface useful information.
- The product needs search, summarization, extraction, automation, or assistant flows.
- Privacy, local-first behavior, export control, or on-device constraints matter.
- You need someone who understands both Apple UX and current AI tooling.
The result
What I’ll deliver
- AI feature scoping: where it helps, where deterministic software is better, and where it would be a gimmick.
- Native interaction design for retrieval, review, correction, export, and user control.
- An implementation plan across APIs, local models, embeddings, storage, background work, and failure handling.
- A prototype or production implementation matched to the risk, privacy requirements, and urgency.
Working together
A short path from uncertainty to useful change.
- Map the workflow and identify the specific friction worth removing.
- Choose the simplest reliable mix of deterministic logic, retrieval, local models, or hosted inference.
- Design the native UX and architecture around privacy, latency, cost, and failure modes.
- Prototype, validate, and harden the feature until it feels like part of the product.
Good fit
This works best when…
- Useful AI use case
- Search or automation
- Native UX matters
- Privacy is part of the product
Next step
Tell me where the product is stuck.
Share the product state, the constraint, and what needs to change. If I can help, you’ll get a direct reply with a practical next step.