Applied AI Systems

We understand the problem
before we build the tool.

Most AI companies sell tools before they understand the problem. We do the opposite — we do the work manually, for free, until we feel the pain from the ground level, then build AI that fits your workflow.

Let's find your bottleneck See what we automate

How we work

Three steps. No slideware, no discovery deck.

Observe

We embed with your team and map the real workflow — not the one on the org chart.

Do the work

We help manually, for free, until we understand the bottleneck deeply enough to remove it.

Build what's real

We ship a custom system that saves time, cuts cost, or opens a new revenue stream.

What we automate

Three kinds of automation, matched to where the money actually leaks.

Workflow & Labor

Automate the repetitive work people still do by hand

The simplest and biggest market: repetitive work moving across tools, emails, spreadsheets, CRMs, PDFs, portals, and internal systems.

Revenue

Automation that directly helps you make more money

Not just saved time — more leads, more booked calls, more conversions, faster customer response, or an entirely new paid product.

Expert & Decision

Copilots that make your best people faster, not replaceable

For work where the hard part is expert judgment, analysis, review, and research — we build AI that helps your experts do it faster and at higher volume.

We find where revenue is leaking or where a new revenue stream can be created — then build the system.

Results, measured in dollars

We ship. Then it shows up on the P&L.

Zharynx

+40%

revenue in one month · $10K → $14K / mo

Custom on-demand video generation software for cybersecurity concepts, powering a new premium service.

Shipped

Rapture 12

~$7K

projected savings / month

An AI agent that autonomously tests ethical-hacking workflows, removing repetitive manual testing.

In build

AAAI 2026

Presented video-generation architecture research in Singapore — a top global AI conference.

$55K

In funding from Telora backing our work on practical AI systems.

TCU

Built the learning software UltraLearn which is now used by CS professors, replacing tools from companies like Pearson.

There is no downside

If we find a real bottleneck we can fix, we build it. If we can't, you don't pay anything.

Worst case

You pay nothing — and still come out ahead.

Your company gets a week of free, senior AI help — people who sit with your team, do the work, and understand the problem deeply.

Best case

A custom system that pays for itself.

Cutting-edge AI that clearly saves time, cuts cost, or creates a new revenue stream — fitted to how your team already works.

Let's find your bottleneck.

One conversation. We'll tell you honestly whether there's something worth building — and start the same week if there is.

Book a call

We understand the problem before we build the tool.