AI Engineering

Turn complex AI opportunities into production systems.

What's included

Prototype

From architecture to deployment

FORWARD-DEPLOYED · ENTERPRISE AI

THE AI ENGINEERING GAP

AI is easy to prototype. Production is different.

A working demo is only the beginning. Production AI requires the right architecture, data, evaluation, security, integrations, and operational ownership.

It also needs to perform reliably in the real environment where people, systems, and decisions depend on it.

Our standard
Built around the real workflow
Architecture and integrations documented
Evaluation, monitoring & error handling
Ownership & handoff plan

Deliverables

What's included

01
Architect

Define the technical path before implementation.

02
Build

Develop the AI system and its supporting infrastructure.

03
Validate

Test the system against real requirements.

04
Deploy & Operate

Put the system into production and establish ownership.

How we work

From prototype to production

Clear milestones, continuous collaboration, and engineering ownership from architecture through deployment.

Step 01
Understand workflow

We understand the users, objectives, data, constraints, and success criteria.

Step 02
Architect the system

We define the AI architecture, integrations, evaluation strategy, and deployment environment.

Step 03
Build + Validate

We build incrementally, test against real requirements, and validate performance and security.

Step 04
Deploy + Transfer

Go live confidently. We monitor performance, catch issues, and optimize based on data.

Our stack

AI ENGINEERING EXAMPLES

See what's possible

Production AI systems built around complex enterprise workflows

LIFE SCIENCES
CLINICAL AI
Clinical Data Intelligence
INPUTS
Clinical data · PROs
AUTO
Extract
Structure
Evaluate
RESULT
DEFENSE
DECISION SUPPORT
Mission-Critical Data Intelligence
INPUTS
Operational data · Reports
AUTO
Retrieve
Fuse
Analyze
RESULT
MEDIA
AUDIENCE INTELLIGENCE
Invoice Processing
INPUTS
Audience data · Research
AUTO
Analyze
Predict
Recommend
RESULT

What clients say

GET STARTED

Let's talk about the AI problem you need to ship

Tell us about the workflow, data, or AI challenge your team is trying to solve.

We’ll explore whether 38 Labs can help take it from idea to production.

A focused conversation to understand your workflow, constraints, data and objectives — and determine whether there is a viable path to production.

Request an AI Diagnostic

Tell us what you’re trying to build, improve, or solve.

We'll only use your info to respond to your inquiry.