Build the product around a real user
A model response is one part of an AI product. The application also needs a clear workflow, onboarding, reliable data access, a useful interface, and a way to evaluate whether the output helps. I connect product strategy, design, and engineering across that whole experience.
What I deliver
- Product discovery and a focused first-release scope.
- AI application architecture and provider integrations.
- Next.js interfaces, backend services, and data models.
- Grounded generation, review workflows, and quality controls.
- Deployment preparation and an ongoing product evolution plan.
From first release to iteration
We choose a small workflow that demonstrates value, build the surrounding application, and establish evaluation examples early. As use grows, support can cover performance, new integrations, changing models, and product improvements.
Narravo brings knowledge management, AI generation, review, and an application workflow together. Medyfy adds experience translating medical education requirements into software.
Common questions
Can you join an existing product?
Yes. An architecture or product review can identify the most useful starting point.
Do we have to commit to one model provider?
We examine portability where it matters, while keeping the first implementation understandable.
Can you lead both strategy and development?
Yes. That end-to-end responsibility is central to my consulting work through Artebello.