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What we do

We start with the problem.
The technology comes second.

Three ways we turn AI into business value — each scoped to one outcome: production software your team relies on every day. And we'll tell you honestly when AI isn't the answer.

A
How we work

Every engagement runs the same path

From the first conversation to a deployed artifact — predictable, honest, and fast.

/ 01

Discover

Interviews, data review, and process mapping to find the highest-impact problem worth solving.

/ 02

Scope

An honest read on whether AI is the right tool, what it would take, and what it would return.

/ 03

Build

Production architecture from day one. Two-week sprints, each ending in a deployable artifact.

/ 04

Ship

Real software with real users — launched, monitored, supported. Plus the site that sells it.

01Solve problems with AI

You have a specific problem — manual work eating hours, data locked in documents, decisions made on gut feel. We build a custom AI system that solves it.

What we build
Document intelligence & data extraction
Media monitoring & deep-research platforms
Private LLM deployments & compliance automation
AI-powered estimation & cost intelligence
Explore this pillar →
// document_intelligenceparsing
JM · John Mitchell — Ferguson Waterworks
Re: Quote needed — Portland branch order
Need pricing on 12 ALPHA couplings 8" DI, 6 service saddles 8×2 IP, and 4 tapping sleeves 12". Ship to Portland warehouse.
AI extracted
CustomerFerguson Waterworks — Portland
Items3 products · 95% confidence
DeliveryPortland warehouse
PriorityStandard
02Build & ship applications

You have a product idea — or a workflow that should be a product. We take it from concept to shipped, handling architecture, payments, and launch.

What we build
Production-grade full-stack architecture
Docker-first, cloud-portable infrastructure
Stripe Connect for complex payment flows
CI/CD & launch — plus the marketing site
Explore this pillar →
// deployment_pipelinesprint 6
BuildDocker multi-stage build
1m 12s
Test142 passed · 0 failed
2m 34s
LintESLint + Prettier · 0 issues
0m 18s
DeployRolling update → production
0m 45s
A deployable artifact every two weeks.
03AI agents & assistants

Not chatbots that parrot FAQs. We build agents that understand your domain, reason through scenarios, take actions across your systems, and know when to loop in a human.

What we build
Domain-specific assistants trained on your data
Multi-step workflow orchestration
Multi-LLM synthesis for higher accuracy
Decision automation with full explainability
Explore this pillar →
// agent_workflowexecuting
01
IntakeEmail received, parsed by AI
0.0s
02
ClassifyPlumbing · High urgency
1.2s
03
RouteAssigned → Apex Plumbing
1.8s
04
Human checkpointHUMANManager approved — threshold met
2.1s
05
ExecuteWork order created · resident updated
3.4s

Sometimes the answer isn't AI.

A fair number of the problems people bring us turn out to be better solved with a plain script, a cleaner database, or a change to how the team works. When that's the case, we say so. We would rather send you off with a smaller, cheaper fix than bill you for a model you don't need.

Still narrowing it down

Not sure which of these you need?

Most people aren't, and that's fine. Describe the problem in plain terms and we'll point you to the right track, or tell you it isn't an AI problem at all.

Get in touch