What AI services does MEZTech provide?

MEZTech designs and deploys production agentic and multi-agent LLM systems, document intelligence and RAG pipelines, custom machine learning models, and data analytics platforms — from strategy through productionization.

What is an agentic AI system and how can it help my business?

Agentic AI systems use LLMs that plan, use tools, and coordinate multi-step workflows autonomously. They can transform document-heavy, manual processes into structured, queryable data and automate complex operational work. MEZTech builds these systems with evaluation frameworks and guardrails so they are reliable in production.

Why choose MEZTech for AI consulting?

MEZTech is founder-led by an engineer with production agentic AI experience at federal scale, a decade of applied machine learning, and multiple founder-built AI products. We scope honestly, build pragmatically, and ship systems that last.

Agentic AI • ML • Data Engineering

Agentic AI,
engineered for production

We design and deploy multi-agent LLM systems, RAG pipelines, and ML analytics that survive contact with the real world — for federal agencies, startups, and our own products.

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Multi-Agent Orchestration

RAG & Retrieval

Applied ML

Cloud Native

What we build

Senior, founder-led engineering across the full AI stack — from ambiguous problem definition to evaluated, productionized systems.

Agentic LLM Systems

Multi-agent workflows that plan, use tools, and arbitrate autonomously — with the guardrails and evaluation to trust them in production.

Multi-agent orchestration with LangChain & LangGraph
Workspace & coding agents, tool use, agentic arbitration
Evaluation & experimentation frameworks against ground truth

Document Intelligence & RAG

Turn document-heavy, analog processes into structured, queryable data — end to end.

Ingestion, parsing, chunking, indexing, structured extraction
Hybrid PDF pipelines: native text, OCR, and LLM-based OCR
Vector search, knowledge graphs, token-efficient context

Machine Learning & Analytics

Applied ML that turns raw data into decisions — models, pipelines, and the analytics around them.

Transformers, LSTMs, NLP, time-series, anomaly detection
Geospatial, financial, and on-chain analytics
Scalable pipelines: Beam/Dataflow, Spark, BigQuery, Airflow

Full-Stack AI Products

ML backends wired to interfaces people actually use — deployed to scale without you babysitting infrastructure.

Autoscaling LLM deployments on GCP (App Engine, Cloud Run)
Containerized services with Docker & Kubernetes
Responsive web applications end to end

Trusted across industries

Our systems run in production for federal agencies, guide AI products in healthcare, and power a portfolio of tools we build and operate ourselves. Different industries — same engineering standard.

Federal

Production agentic document intelligence for the U.S. Patent & Trademark Office.

Healthcare

AI subject-matter expertise behind Careflo's agentic medical-coding product.

Products

A growing portfolio of applications we design, build, and operate in-house.

We write about the engineering behind our products and client work in Insights & Labs.

Built on a serious stack

Production-grade systems powered by modern ML frameworks, agentic tooling, and cloud-native infrastructure.

Python

LangChain

LangGraph

TensorFlow

PyTorch

Hugging Face

RAG & Vector Search

Google Cloud

Docker

Kubernetes

Databricks

BigQuery

Apache Beam

Airflow

Elasticsearch

Python

LangChain

LangGraph

TensorFlow

PyTorch

Hugging Face

RAG & Vector Search

Google Cloud

Docker

Kubernetes

Databricks

BigQuery

Apache Beam

Airflow

Elasticsearch

Featured writing

Deep dives into AI systems, language models, and the engineering behind live products.

AI / Technology Brains, Bots, and Watts: Maybe We're Not So Dumb After All How the human brain's energy efficiency compares to the power-hungry nature of current AI systems, highlighting the challenges in matching the brain's performance with current technology. Read article

AI / Technology The Evolution of Language Models: From Viterbi to GPT A look into the developmental milestones of language models: from Viterbi trellis decoding, RNNs, LSTMs, and Transformers, to GPT-3 and beyond. Read article

AI / Technology AI's Impact on Markets and Society: Past, Present, and Future How AI reshapes the global economy, work patterns, and wealth distribution—along with policy choices to ensure equitable outcomes. Read article

Browse all insights

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Whether it's an agentic prototype, a document pipeline, or a full AI product — we scope honestly and ship fast.

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Custom Strategy

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Agentic AI, engineered for production