Real Use Cases

Work delivered under real constraints.

This section highlights the kind of systems EDVM actually builds: practical MVPs, operational tooling, and technical solutions shaped by budget, timing, and business reality.

Featured case

A clear example of how we bridge research, software delivery, and product validation.

AgTech MVP Delivery

How we turned a citrus disease model into a working MVP

For PhytopathologIA, EDVM transformed a trained PyTorch classifier into a browser-based demo with image upload, inference, and public access through a lean deployment strategy.

Context

Investor-facing MVP with tight infrastructure and budget limits.

Stack

PyTorch, lightweight API, web UI, Google Colab, PyNgrok.

Outcome

A live demo stakeholders could test immediately.

Read the case study

What this demonstrates

  • Architecture aligned with the business stage, not inflated scope.
  • Translation of a research artifact into a usable product interface.
  • Lean delivery choices that maximize validation and minimize waste.