AI / ML Engineering Partner

Find the signal in your data noise

Sentri Analytics builds and ships production machine learning for teams who can't afford to guess — models, infrastructure, and the engineers to run both.

Trusted by engineering teams at

Argon Freight Meridian Health Vantage Retail NorthPeak Capital Halcyon Robotics
What we build

Six problems.
One engineering team.

Applied ML models

Custom models trained on your data, built to hit a business metric — not a leaderboard.

LLM & agent systems

Production-grade assistants wired into your tools, with guardrails that hold under real traffic.

MLOps & infrastructure

Pipelines, monitoring, and retraining loops so models keep working well after launch day.

Computer vision

Detection, classification, and quality-inspection systems tuned for your hardware.

Data engineering

The unglamorous plumbing that makes every model above actually possible.

Evaluation & safety

Test suites and red-teaming that catch failures before your customers do.

How we work

A short path from
idea to production.

01

Discover

We map your data, constraints, and the metric that actually matters.

02

Prototype

A working proof of concept in weeks, so bad ideas die early and cheap.

03

Build

Production engineering: versioning, testing, and infra sized for real traffic.

04

Deploy

Shipped behind flags, rolled out gradually, measured against a baseline.

05

Monitor

Drift detection and retraining loops so performance doesn't quietly decay.

4.2x

faster model iteration

38%

avg. inference cost cut

99.95%

uptime in production

60+

models shipped live

Selected work

Real models,
real production traffic.

Retail · Forecasting

Vantage Retail

Cut stockouts 27% with a demand-forecasting model retrained nightly on live point-of-sale data.

−27% stockouts
Robotics · Vision

Halcyon Robotics

Replaced manual inspection with a vision model catching line defects three times faster.

3x faster QA
Finance · Documents

NorthPeak Capital

An LLM pipeline that turns loan documents into structured, auditable data in under 90 seconds.

<90s per document

"Sentri didn't just hand us a model and disappear. They built the pipeline, taught our team to run it, and stuck around until it was boring — which is exactly what you want from production ML."

VP of Engineering, Vantage Retail

Have a dataset and a deadline?

Most projects start with a 30-minute scoping call. No deck, no sales team — just engineers.

Book a call