Services
Intelligence & Infrastructure
I build four types of systems for industries where downtime costs real money and your data can't leave your control.
AI Document Intelligence
Private, secure AI search across your own documents. Your team asks a question in plain English and gets the answer in seconds. Every answer links to the exact page it came from, so anyone can verify it. If the answer isn't in your documents, it tells you so.
What you get
- Answers your team can verify: every response cites its source page
- Works with what you already have: PDFs, Word, Excel, PowerPoint, scans
- HIPAA-ready: runs inside your own Azure environment with per-user access control
- Speaks your industry's language: AFEs, well logs, ICD codes, contract clauses
Under the hood
Retrieval-augmented generation on Azure AI. Document Intelligence, Cognitive Search, and Computer Vision for ingestion. Fine-tuned embeddings for domain terminology. Entra ID auth with row-level security.
Python, Azure AI, Kafka, Docker, K8s, PyTorch, FastAPI
Cloud & Data Infrastructure
I find where your cloud bill actually goes, then cut it. My clients have saved 40 to 70% on AWS. Updates that used to need a week of careful manual work go out automatically, safely, in minutes.
What you get
- A line-by-line audit of your cloud bill, with what to cut and what each cut saves
- Updates that ship in minutes instead of maintenance windows
- Reports and dashboards that refresh themselves, no more manual exports
- One screen showing spend and system health at a glance
- Everything documented, so you're never locked in to me
Under the hood
Docker/Kubernetes orchestration, CI/CD via GitHub Actions, ETL pipelines for data transformation, Terraform infrastructure-as-code, Prometheus and Grafana monitoring.
AWS, Azure, Docker, K8s, Terraform, GitHub Actions, PostgreSQL
Voice & Multimodal Agents
Voice agents that answer your phones 24/7. They book appointments, qualify leads, and handle routine questions, then hand the call to a human the moment it gets complicated. It costs a fraction of staffing a phone line.
What you get
- Every call answered on the first ring, around the clock
- Appointments booked straight into your calendar and CRM
- Knows when to hand off to a person
- Works across phone, chat, and email
- Recordings and reports so you can hear exactly how it performs
Under the hood
Real-time speech-to-text with OpenAI Whisper, intent and sentiment detection with automatic human escalation, Twilio telephony, WebSockets for live streaming.
Python, WebSockets, OpenAI Whisper, Twilio, FastAPI
AI On-Site, No Internet Required
AI that runs directly on your equipment: rigs, plants, remote field sites. No internet connection needed and no data leaving the site. Readings get analyzed where they happen, in real time.
What you get
- Runs on hardware you already own
- Keeps working when the connection drops
- Sensitive data never leaves your site
- Built for harsh environments: rigs, plants, remote field sites
- Responds in real time, measured in milliseconds
Under the hood
Edge-optimized inference with TensorRT and ONNX. Embedded C/C++ and Rust under real-time constraints. LLVM/Clang compiler optimization for custom workloads. ARM and RISC-V targets.
C/C++, Rust, LLVM/Clang, Python, ONNX, TensorRT, ARM/RISC-V
The math is simple. Traditional agencies bill for org charts: project managers relaying messages to junior developers who relay them to offshore teams. Every layer adds cost, delays, and lost context. At Montrose Labs, you get one senior engineer who architects, builds, and ships your system end-to-end. I combine deep industry experience with custom AI tooling that multiplies my throughput. The result: enterprise-grade work without the enterprise-grade invoice.
Ready to ship?
Have a project that doesn't fit neatly into one of these? That's fine, most don't.
Tell me what you're working on. 30-minute call, no pitch.