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.

Dec 26, 2025

How to Clean Messy Business Data Before AI Training?

Learn practical methods to clean and prepare real-world business data for AI training. Covers common data quality issues, cleaning workflows, and validation techniques that actually work in production.

Sebastian Mondragon

Dec 25, 2025

Batch vs Real-Time AI: How to Choose for Cost and Speed

Compare batch processing and real-time AI for your business needs. Learn when each approach makes sense based on latency requirements, infrastructure costs, and use case patterns.

Sebastian Mondragon

Dec 24, 2025

AI Compliance for Financial Services: Navigating Regulatory Challenges

Learn how financial services firms can implement AI while meeting compliance requirements. Practical strategies for regulatory challenges in banking, insurance, and investment management.

Sebastian Mondragon

Dec 23, 2025

Active Learning for AI: How to Train Better Models With Less Labeled Data

Active learning cuts AI data labeling costs by 60-80% while improving model accuracy. Learn which strategies work for real business applications.

Sebastian Mondragon

Dec 22, 2025

How Many Dimensions Should Your Embeddings Have?

384, 768, 1024, or 3072 dimensions? The right choice depends on your data complexity, latency requirements, and storage budget—not the highest number available.

Sebastian Mondragon

Dec 19, 2025

How We Built a 7B Model That Gets JSON Right 99.8% of the Time?

General LLMs fail JSON generation 15% of the time. Here's how a specialized 7B model solves the parsing headaches that plague production AI pipelines—and costs 300x less than GPT-5.

Sebastian Mondragon

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