Engineering · AI · Automation
Bespoke AI Systems
Est. 2024

Engineered AI systems.
Measurable results.

We build bespoke AI and automation for businesses that want real, trackable outcomes — hours saved, processes streamlined, costs down. No lock-in. No fluff. Just engineering.

Scope
Fixed & measurable
Outcomes
Tracked, not promised
Stack
Open standards
Code
Yours to keep
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Engineering projects, not rented software with a chatbot bolted on.

We treat every engagement as an engineering project: scoped, measured, delivered. Hours saved get counted. Processes streamlined get timed. ROI gets tracked — not promised in a pitch deck and forgotten a quarter later.

Every system is purpose-built for the business that will run it, on infrastructure you control, with source you own. No monthly vendor dependency. No proprietary runtime. When the engagement ends, the software is yours.

§ 01 Principles

Four commitments on every project.

01

Local-first

Every system runs on hardware you control. Operational data — documents, images, order history — never leaves your premises.

02

Built to last

Open standards and open-source tooling. No proprietary runtimes, no subscription dependencies. The system is yours to run, extend, and hand to any developer.

03

Gets smarter

Feedback loops are built in from day one. Accuracy improves through normal operation — no separate training projects, no specialist team required.

04

Designed to grow

Modular architecture and documented APIs mean the system connects to your broader tools when you're ready, without rebuilding from scratch.

§ 02 Capabilities

What we build.

001

Computer vision systems

Local inference pipelines for quality control, monitoring, and process verification — running on your cameras, your hardware.

002

Document & OCR pipelines

Extract structured data from invoices, dockets, and forms — with human-in-the-loop feedback that keeps accuracy climbing.

003

Process automation

Eliminate manual handoffs between systems. Intake, triage, reporting — done while your team focuses on the work that actually needs a human.

004

Systems integration

Connect the tools you already pay for. CRMs, ERPs, warehouses, inboxes — wired together with open protocols, not proprietary middleware.

005

Bespoke applications

Purpose-built internal software where off-the-shelf tools run out of road — admin dashboards, operator interfaces, review queues.

006

AI strategy & advisory

An honest read on where AI will move the needle for your business — and, just as often, where it won't.

§ 03 Selected work

Real projects, measured outcomes.

Manufacturing·2025·Computer Vision

Havit — QC Vision System

16-camera local-AI quality control platform. Every pack photographed, every docket searchable, every anomaly surfaced — without a single frame leaving the warehouse.

16
Cameras live
on one box
<5s
Docket to
photo record
100%
On-premise,
zero cloud
Computer Vision OCR On-premise AI FastAPI
Read the case study →
Operations·2025·Automation

[Client] — Document intake automation

Replaced a manual email-to-spreadsheet workflow with an AI-assisted intake pipeline. Structured data in minutes instead of hours, with human review only where confidence drops.

92%
Documents
fully automated
18h
Saved per
week
6wk
Kickoff to
production
OCR Process Automation Integration
Read the case study →
§ 04 How we work

Three phases, MVP first.

01

Discovery

A focused look at your current systems, the operators who use them, and the friction worth removing first. We leave with a one-page scope.

02

MVP

Core system, deployed and useful from day one. Docker-based, documented, and running on hardware you control.

03

Intelligence

Tune the system on real operational data. Feedback loops, confidence analytics, model selection — accuracy compounds as it runs.

04

Integration

Connect the AI record to the rest of the business — ERP, WMS, dispatch, invoicing — on your timeline, at your request.

§ 05 Get in touch

Tell us about the problem.

Short brief, honest reply. If AI is the right answer we'll tell you — and if it isn't, we'll tell you that too. Initial conversations are free.