AI Strategy & Engineering

We build AI systems
that ship.

A boutique consultancy in Raleigh helping ambitious teams go from prototype to production. No hype. No vaporware. Just systems that work.

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LLM Integration Computer Vision MLOps RAG Systems AI Strategy Fine-Tuning Agent Development LLM Integration Computer Vision MLOps RAG Systems AI Strategy Fine-Tuning Agent Development

Proof over promises.

Aerial view of agricultural fields

AgriFlow

Predictive Yield Analytics

Built a computer vision pipeline processing 2M+ acres of satellite imagery to predict crop yields with 94% accuracy. Reduced planning uncertainty by 40%.

Computer Vision MLOps AWS
Medical professional with digital interface

Vertex Health

Clinical Documentation AI

RAG system reducing physician documentation time by 65%. HIPAA compliant, deployed across 12 clinics.

LLM RAG Healthcare
Financial data visualization dashboard

Fintech Startup

Fraud Detection Engine

Real-time ML system analyzing 50K transactions/second with sub-10ms latency. Cut false positives by 78%.

ML Engineering Real-time Kafka
Industrial manufacturing robotics

Triangle Manufacturing Co.

Intelligent Quality Control

Deployed edge AI across 3 production lines for real-time defect detection. Achieved 99.7% detection rate, saving $2.3M annually in waste reduction.

Edge AI Computer Vision Manufacturing

End-to-end AI,
without the bloat.

01

AI Strategy

Cut through the noise. We identify where AI will actually move the needle for your business—and where it won't.

  • Technical feasibility audits
  • Build vs. buy analysis
  • ROI modeling
  • Roadmap development
02

LLM Engineering

From chatbots to complex reasoning systems. We build LLM applications that are reliable, cost-effective, and actually useful.

  • RAG architectures
  • Agent systems
  • Fine-tuning & evaluation
  • Prompt engineering at scale
03

ML Systems

Production ML that doesn't break at 3am. We build robust pipelines that scale with your data.

  • Computer vision
  • Predictive analytics
  • Recommendation systems
  • Time series forecasting
04

MLOps & Infra

Your models are only as good as your infrastructure. We build the foundation for continuous improvement.

  • Model deployment & monitoring
  • Feature stores
  • Training pipelines
  • Cost optimization
147 Projects Shipped
94% Client Retention
32 Team Members
2019 Founded

Small team.
Big problems.

Vestry Labs started in 2019 when three engineers got tired of watching AI projects fail. Not because the technology wasn't there—but because the approach was wrong. Since then, we've grown to a team of 32—each one here because they'd rather build than bullshit.

We're based in Raleigh, in the heart of the Research Triangle. Our team has shipped AI systems at companies you've heard of and startups you haven't (yet). We've seen what works, what doesn't, and why most AI initiatives stall.

We stay small on purpose. Every project gets senior attention. No junior devs learning on your dime. No bloated teams burning budget.

We're practitioners, not PowerPoint jockeys.

"We had a working proof of concept but no idea how to scale it. Vestry took us from demo to 50,000 daily users in under three months."

Marcus Webb
Marcus Webb VP Engineering, Finley
PyTorch
LangChain
OpenAI
Anthropic
AWS
GCP
Kubernetes
Ray
PostgreSQL
Pinecone
dbt
Weights & Biases

How can
we help?

Whether you're scaling an AI initiative, unsticking a stalled project, or need senior engineering firepower—we're here to help. Let's talk.

Email hello@vestrylabs.com