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04 / 06Intelligence

AI & Data

Production ML and intelligent automation — not slideware.

Most AI projects fail to leave the notebook. We help teams cross that gap — building ML infrastructure that actually ships, with the operational maturity to keep models healthy in production for years.

INFERENCE
Intelligence
30 days
Avg time to production
First outcomes in
30 days
Outcomes

What you'll have in 30 days.

Not slides. Not a kick-off deck. Concrete artifacts you can touch, click, and show your team.

Average start

Most engagements move from first call to kick-off in 5 – 10 business days, contracts permitting.

  1. Your first model in production behind a feature flag, serving real traffic.

  2. A training pipeline that re-runs on schedule with automatic rollback paths.

  3. Observability dashboards covering drift, latency, and per-tenant inference cost.

What we deliver

Four core capabilities.

01

ML pipelines

Training, deployment, retraining, and rollback — automated end-to-end.

02

RAG systems

Knowledge-grounded LLM apps that cite their sources.

03

Data engineering

Pipelines, warehouses, and lakehouse architectures that scale.

04

Analytics & BI

Dashboards and reporting that earn an executive's trust.

How we work

Our process.

01

Audit

What models exist, what data feeds them, where the gaps are.

02

Build

Pipelines, infra, and the ML platform that turns research into product.

03

Deploy

Models in production behind feature flags with safe rollback paths.

04

Monitor

Drift detection, performance dashboards, and incident playbooks.

Stack

Our tools of choice.

We pick boring technology where we can and novel technology where it matters — always optimizing for what your team can maintain.

Languages
Python
ML frameworks
PyTorchTensorFlow
Platforms
AWS SageMakerPinecone
Data & pipelines
dbtSnowflakeAirflow
Often paired with

AI & Data, in context

One conversation

Let's talk about your ai & data project.

Tell us where you are, what you need, and when you need it. We'll come back within a business day — with recommended engagement model and honest pricing.