I will design and validate ai integration for your existing product

This gig is for founders and teams who want to add AI to an existing product but need technical clarity before building anything.

I help you evaluate if AI makes sense, where it adds real value, and how it should be integrated safely into your product. The focus is on AI feasibility, system design, API integration (LLMs), scalability, cost control, and failure scenarios.

The goal is to avoid overengineering, unnecessary costs, and fragile AI implementations. You will receive a live consultation session (recorded) and a written summary with clear technical recommendations and next steps.

This gig is not for:

• building full AI applications
• training custom ML models
• experimental or research-only work

If you need a realistic, technical perspective on how AI fits into your product, this review is designed to help you make the right decisions.