Municodex

Building practical AI solutions that deliver real results.

About Me

I’m Mathew, a freelance AI consultant, with a strong foundation in mathematics, computational modeling and AI, honed through years of experience as a Quantitative Researcher. My work has involved building and optimizing high-impact models in fast-paced, data-intensive environments, where precision and scalability were critical. I bring expertise in Python, AI frameworks, and statistical analysis. I built Municodex to showcase how AI can transform dense legal documents into clear, contextual answers for everyday questions. If you're looking to bring capabilities like this to your business, get in touch with me below.

My consulting approach combines deep technical expertise with a strategic, outcome-oriented perspective. Not just building algorithms, but mapping every solution to meaningful business objectives.

Your AI Strategy Has a Blind Spot

Your board just asked about AI strategy. Your biggest competitor just launched their LLM integration. Your team has run some promising experiments, but turning them into production systems feels like climbing Everest.

Sound familiar? You are not alone.

Here's what nobody tells you: Getting an LLM to spit out a decent response is trivial. Building systems that scale, deliver consistent value, and actually move business metrics? That's where most teams hit a wall. They sink months into infrastructure challenges, struggle with hallucinations and edge cases, and burn through budget trying to figure out what 'good' even looks like.

How I Can Help

I've guided teams through these exact challenges, turning AI from a source of stress into a genuine competitive advantage. Whether you're:

  • Racing to demonstrate AI capabilities to increasingly impatient stakeholders
  • Trying to transform protoypes into production-ready systems
  • Watching costs spiral while quality and reliability remain uncertain

I bring battle-tested expertise in building AI systems that actually deliver. No theoretical frameworks. No endless POCs. Just practical solutions that work at scale, with clear metrics and ROI.

Every week spent learning these lessons the hard way costs you market position and momentum. If you're ready to skip the painful learning curve and start seeing real results, let's talk.

I specialize in language and vision models and can help with:

Strategic AI Roadmapping
Technical Architecture
Data Creation & Curation
Model Training
Team Enablement
Model Performance
RAG
Model Deployment
Agent Systems
Transformers
Model Monitoring
Diffusion Models
& More