Enterprise AI & Infrastructure

We Build AI That Delivers ROI
Not Just Demos

We embed a dedicated AI engineer in your organization to build custom agents for your actual workflows — tested against your real data, hardened for compliance, and designed to hold up long after launch.

Building production AI for
PXP FinancialPIF.co
The Problem

A workflow tool with a prompt attached isn't engineering—it's a demo.

Someone strings together a workflow tool and a language model, records a 90-second demo, and calls it “AI automation.” Then it meets your actual data, your edge cases, your compliance requirements—and it falls apart.

No Debugging

No way to debug it, no way to test individual pieces.

Fragile Systems

It works on camera. Then it meets your real data and falls apart.

Zero Observability

No one who can fix it when the person who built it moves on.

No Compliance

Compliance requirements ignored until they become blockers.

What We Do

We embed an AI engineer inside your organization.

A dedicated AI engineer and part-time product manager map your actual workflows, identify high-value automation opportunities, and build custom AI agents designed for how your business really operates.

Explicit State Management

Agents with clear state machines, not spaghetti prompt chains. Every transition is logged and observable.

Full Observability

When something goes wrong, you know why. Every component instrumented, every decision traced.

Secure & Compliant

Isolated credentials, real data evaluation, compliance guardrails built in from day one.

Human-in-the-Loop

Checkpoints for human approval where they matter. Your team stays in control of critical decisions.

Full Source Code Handoff

Everything runs in your environment. No vendor lock-in. No black boxes. Your code, your infrastructure.

Built to Fail Gracefully

Every component designed for resilience. Graceful degradation, retry logic, and clear error boundaries.

Is This You?

This might be you if...

We work best with organizations that have real workflows worth automating and care about production quality, not just demos.

Let's talk about your use case
1

You've tried AI tools that didn't stick

2

Your team is drowning in repetitive work, but your processes are too specific for off-the-shelf

3

You don't have in-house AI expertise and don't want to build a team from scratch

4

You want AI that integrates with your systems and stays in your environment

How We Work

A proven process, not a blank page.

01
2 weeks

Discovery Sprint

We interview your team, shadow workflows, and identify the highest-value automation opportunities.

02
3-6 months

Build & Iterate

Starting from our accelerator kit — proven production patterns. We design, build, and evaluate custom AI agents with full observability.

03
Ongoing

Handoff

We document everything and train your team to maintain and extend what we've built. Or we stick around — your call.

Our Work

Production AI, not demos.

PXP FinancialCustomer Service AI

Built a production customer service AI to replace their Zendesk bot. The difference wasn't more sophisticated models — it was mapping their actual support workflows, building guardrails for compliance edge cases, and instrumenting everything so they can see exactly what's happening.

Evaluated against their real support data before going live.

PIF.coOperations AI

Currently building production AI for their operations team — observable, durable workflows with human-in-the-loop approvals, integrated with their existing tooling.

Observable, durable workflows with human-in-the-loop approvals.

Ready to Talk?

Let's build AI that actually works in production.

We'll start with a conversation about your workflows, your pain points, and where AI can genuinely make a difference. No sales pitch.

Happy to connect you with current clients for reference.