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.
on one box
photo record
zero cloud
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.
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.
Every system runs on hardware you control. Operational data — documents, images, order history — never leaves your premises.
Open standards and open-source tooling. No proprietary runtimes, no subscription dependencies. The system is yours to run, extend, and hand to any developer.
Feedback loops are built in from day one. Accuracy improves through normal operation — no separate training projects, no specialist team required.
Modular architecture and documented APIs mean the system connects to your broader tools when you're ready, without rebuilding from scratch.
Local inference pipelines for quality control, monitoring, and process verification — running on your cameras, your hardware.
↗Extract structured data from invoices, dockets, and forms — with human-in-the-loop feedback that keeps accuracy climbing.
↗Eliminate manual handoffs between systems. Intake, triage, reporting — done while your team focuses on the work that actually needs a human.
↗Connect the tools you already pay for. CRMs, ERPs, warehouses, inboxes — wired together with open protocols, not proprietary middleware.
↗Purpose-built internal software where off-the-shelf tools run out of road — admin dashboards, operator interfaces, review queues.
↗An honest read on where AI will move the needle for your business — and, just as often, where it won't.
↗16-camera local-AI quality control platform. Every pack photographed, every docket searchable, every anomaly surfaced — without a single frame leaving the warehouse.
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.
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.
Core system, deployed and useful from day one. Docker-based, documented, and running on hardware you control.
Tune the system on real operational data. Feedback loops, confidence analytics, model selection — accuracy compounds as it runs.
Connect the AI record to the rest of the business — ERP, WMS, dispatch, invoicing — on your timeline, at your request.
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.