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AI Implementation Services

From promising demo to production AI you can trust.

Most AI projects stall in the gap between "the prototype works" and "we trust it in front of customers." We close that gap by embedding senior engineers into your team and shipping production AI on AWS, with the evals, guardrails, and cost controls that make it safe to scale.

Book a Call What We Deliver
Production monitorLive
Eval pass rate
98.4%↑ 4.7%
Caught before users notice
Cost per request
−41%↓ 41%
Predictable spend · fast P99 latency
Guardrails
PII filter Pass
Grounded answers Pass
Cost ceiling Pass
Monitored continuouslyAlerts on regression
The problem

The problem we solve.

Getting AI to run reliably in production is a different discipline from getting it to work once.

Your team built a proof of concept and it impressed everyone in the demo. Then it hit reality. The model is right most of the time, but "most of the time" isn't good enough for a regulated workflow. Costs spike in ways nobody predicted. There's no way to tell whether a change made things better or worse. And the path from notebook to production keeps slipping.

This is the most common place enterprise AI dies, not because the idea was wrong, but because that last mile is its own discipline. That discipline is what we do.

What we deliver

We work across the full path to production.

01

From prototype to production

We take a working concept and harden it: real data pipelines, error handling, fallback behavior, and the integration work that connects it to your existing product.

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02

RAG & enterprise search

We build retrieval systems on your own documents and data, so the model answers from your truth, not its training set, with the grounding and citations your users need to trust it.

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03

Agents & automation that scale

We help you decide where an agent earns its keep and where a deterministic workflow is the safer bet, then build the one that fits.

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04

Evals, guardrails & reliability

We put measurement around your AI so you can prove a change helped, catch regressions before users do, and keep the model inside the lines your business and your regulators require.

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05

Cost & latency control

We tune model choice, caching, and serving so the bill is predictable and the experience is fast.

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How we work

We embed as an extension of your team.

Phase · 01: Scope

Start with a scoped engagement

A first project sized so a buying committee can de-risk it: clear scope, clear owner, clear exit.

ScopingDe-risked
Phase · 02: Deliver

See real output fast

Working software against your data in weeks. You judge us on shipped output, not slideware.

DeliveryIn weeks
Phase · 03: Expand

Expand from there

Scale the team and the surface area once the value is proven, on your terms.

ScaleOn your terms
Where we work

Built for regulated & high-stakes industries.

Sector · 01

Healthcare

HIPAA-aware builds and clinical workflows where accuracy and availability aren't optional.

Sector · 02

Energy

Modernizing legacy systems and putting AI to work on grid and market data.

Sector · 03

Real estate & PropTech

Pricing, valuation, and operations use cases on platforms that perform at scale.

Accuracy isn't optional

We build where being right most of the time isn't good enough.

Compliance by design

HIPAA-aware and AWS-native, brought to procurement early.

Built to scale

Platforms that perform when the stakes and the load are high.

AWS Partner foundation

Cloud-native on a foundation your security teams already recognize.

Results

Results that speak for themselves.

0%
Lower model serving cost
after tuning, caching & routing
0 wks
To a HIPAA-ready assistant
shipped into a clinical workflow
0+
Clients across North America
12+ years of production software
Questions

Frequently asked.

How fast can we get to production?
Most first engagements show working output in weeks, not quarters. The exact timeline depends on data readiness and integration surface, which we scope in the consult.
Do you replace our team or work with it?
We work with it. Our model is to embed senior engineers as an extension of your team and leave you with capability and code you own, not a dependency.
Can you work within our security and compliance constraints?
Yes. We build HIPAA-aware in healthcare and AWS-native across the board, and we bring our security posture to procurement early so we don't stall your timeline.
What does a first engagement cost?
It depends on scope. We'll give you a clear range in the consult and structure the first engagement to prove value before you commit further.
Let's talk

Have a prototype that needs
to become a product.

Or an idea that needs a team who has shipped this before? Let's talk through your use case, your constraints, and what it would take to get to production.

Book a 30-Min Consult
No pitch deck. A working conversation.