Evals-Driven Development: How It Actually Works in Practice
Everyone says 'use evals' to ship better AI. Almost nobody explains what that means. Here's the practical workflow for evals-driven development in production.

At Particula Tech, we build AI systems that work in production. Custom models, intelligent automation, and systems that improve as they learn from your data.
Most AI projects fail because teams treat them like normal software. We know the difference.
AI isn't magic. It's engineering. We build it that way.
Most AI fails because teams treat it like magic. We treat it like what it is—software that needs architecture, testing, and maintenance.
Sometimes the answer is "don't use AI for this." We only build where AI genuinely solves the problem better than alternatives.
We don't do proof-of-concepts that gather dust. When we build something, it handles real traffic and real edge cases.
A showcase of our technology solutions and digital transformations that demonstrate our expertise in creating innovative, future-ready systems.
Explore our latest thoughts on AI, technology, and building systems that scale. Practical insights from real-world experience.