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 20, 2026

Healthcare AI Attack Vectors That HIPAA Doesn't Cover

HIPAA compliance doesn't mean your healthcare AI is secure. Learn the real attack vectors targeting medical AI systems that regulatory checklists miss entirely.

Sebastian Mondragon

Feb 19, 2026

AI vs Rules vs Humans: How to Pick the Right Decision Layer

Not every decision needs AI. Use this framework to determine when AI models, deterministic rules, or human judgment is the right choice for each task.

Sebastian Mondragon

Feb 18, 2026

GraphRAG Implementation: What 12 Million Nodes Taught Us

We built a GraphRAG system with Neo4j for a 14-source enterprise platform. Here's how entity extraction, graph modeling, and query routing work at scale.

Sebastian Mondragon

Feb 17, 2026

AI Fallback Patterns: Models, Rules, and Human Escalation

AI fallback patterns route decisions from models to rules to humans. Learn when each layer should activate and how to tune the thresholds for production.

Sebastian Mondragon

Feb 16, 2026

AI Agent Communication Patterns Beyond Single-Agent Loops

Most agent tutorials stop at single-agent tool loops. Learn the communication patterns—orchestration, pub-sub, blackboard, and delegation—that make multi-agent systems work in production.

Sebastian Mondragon

Feb 13, 2026

Multi-Agent AI Systems: Orchestration That Actually Ships

Most multi-agent AI systems fail at coordination, not capability. Here's how to design orchestration patterns, shared state, and failure recovery that work in production.

Sebastian Mondragon

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