AI Engineering Studio

AI Is a Tool, Not Magic.We Build It That Way.

Our Services

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 Development

We build custom models that learn from your data, not generic APIs wrapped in promises. Systems that handle edge cases, adapt to your domain, and actually ship to production.

AI Research

We implement techniques from recent papers, design novel architectures for problems that don't have off-the-shelf solutions, and validate approaches before you commit resources.

AI Consulting

We tell you what will work, what won't, and why. No vendor lock-in recommendations. No selling you AI for problems that don't need it.

Our Philosophy

AI isn't magic. It's engineering. We build it that way.

Engineering Over Hype

Most AI fails because teams treat it like magic. We treat it like what it is—software that needs architecture, testing, and maintenance.

Honest About Limits

Sometimes the answer is "don't use AI for this." We only build where AI genuinely solves the problem better than alternatives.

Ships and Stays Shipped

We don't do proof-of-concepts that gather dust. When we build something, it handles real traffic and real edge cases.

Selected Work

A showcase of our technology solutions and digital transformations that demonstrate our expertise in creating innovative, future-ready systems.

AI & Data Infrastructure

Intelligent Data Platform with Multi-RAG Architecture

Enterprise data hub with CAG, RAG, and GraphRAG - 14 sources unified, 2.4M daily records, 85% faster reporting.

AI Infrastructure & Cloud Migration

Medical AI Infrastructure Migration

Cloud-to-on-premise migration for Swiss healthcare AI processing 200K monthly scans, reducing costs 95%.

AI & Machine Learning

AI-Powered Quality Control for Manufacturing

Automated quality inspection and predictive maintenance system that transformed production operations.

AI Consulting & Analytics

Face Recognition & Predictive Analytics for Construction

Multi-stage AI system eliminating attendance fraud and enabling predictive project management.

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Latest Insights

Explore our latest thoughts on AI, technology, and building systems that scale. Practical insights from real-world experience.

Feb 11, 2026

vLLM vs Ollama vs TensorRT-LLM: Which Inference Server Fits Your Workload

Practical comparison of vLLM, Ollama, and TensorRT-LLM for self-hosted model serving. Real throughput numbers, setup complexity, and which framework matches your team and traffic.

Sebastian Mondragon

Feb 10, 2026

How to Test AI Systems When There's No Right Answer

Practical methods for testing AI systems with subjective outputs. Rubrics, LLM-as-judge, pairwise comparison, and human evaluation that actually scales.

Sebastian Mondragon

Feb 9, 2026

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.

Sebastian Mondragon

Jan 21, 2026

Dynamic vs Static Prompts: Which Costs More to Maintain?

Compare maintenance costs of dynamic vs static prompts in production AI. Learn when each approach makes sense and how to minimize operational overhead.

Sebastian Mondragon

Jan 20, 2026

Legal AI: How Law Firms Are Actually Using It in Practice

Discover how law firms are implementing AI for document review, legal research, and contract analysis. Real use cases, adoption statistics, and practical implementation guidance.

Sebastian Mondragon

Jan 19, 2026

HIPAA Compliant AI for Healthcare: Implementation That Works

Learn how hospitals and clinics implement AI while meeting HIPAA requirements. Practical guidance on BAAs, PHI protection, and the 2026 regulatory landscape for healthcare AI.

Sebastian Mondragon

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