Applied AI consulting

Your competitors are reading about AI.
You'll be running it.

We embed with your team, find the workflows worth automating, build the agents that automate them, and leave your people fluent, not dependent. Frontier models or local open-weight ones, picked per job, not per hype cycle.

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operating frontier models & agents daily
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Oracle Cloud ERP · OTC · P2P · integrations
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person you'll ever deal with

01

The gap isn't access to AI.
It's application.

Every growing business hits the same three problems. None of them are solved by another subscription.

Ⅰ

Demos aren't deployments

A chatbot on a landing page is not an AI strategy. The value lives inside your actual workflows: the inboxes, quotes, orders, and tickets where hours leak every week.

Ⅱ

The tools change weekly

Claude, GPT, Kimi, GLM, Codex: the frontier moves faster than any team can evaluate while doing its day job. Picking the wrong model costs more than picking none.

Ⅲ

Your data can't just leave

Client records, financials, IP. We scope exactly what touches an API. When truly nothing may leave the building, a local open-weight model on your hardware does the job. We'll tell you when that's overkill.

02

Work that ships.

Four practical ways to engage. All of them end with something useful running in your business, not a slide deck.

Workflow Audit

1–2 weeks

We sit with your team, map where the hours actually go, and rank every candidate workflow by ROI. You keep the map whether or not we continue.

  • Shadow real work, not org charts
  • Storefront ↔ ERP ↔ 3PL flows mapped end-to-end
  • Ranked automation shortlist
  • Build-vs-buy vs leave-alone calls

Build & Deploy

2–6 weeks

Agents, copilots, and automations built against your systems, in the cloud or on a local model server we stand up on your hardware when privacy demands it.

  • Right model per job: frontier API or local open-weight
  • Evals so quality is measured, not vibes
  • Amazon · Shopify · WooCommerce ↔ 3PL integration chops
  • Docs and runbooks included

Team Enablement

ongoing

Your people learn to drive the tools themselves: prompt craft, agent habits, quality checks. The goal is fluency, so you never need us for the basics.

  • Role-specific playbooks
  • Working sessions, not webinars
  • Internal champion coaching

Websites

build & refresh

A website that makes your business easy to understand and easy to reach. Built around your services, your customers, and what they need to do next.

  • Thoughtful design, built for mobile
  • Contact forms and booking connections
  • Launch setup and a clear handoff

Beyond AI · websites

A better front door.
The same hands-on approach.

Sometimes the next useful thing isn't an agent. It's a clear, fast website that helps the right customers find you and get in touch. We build those, too. No AI project required.

Tell us about your website

01 / Build

Business websites & refreshes

New sites and thoughtful redesigns. Mobile-friendly pages, clear service information, contact forms or booking links, and the basics of search visibility and performance.

02 / Keep it useful

Launch setup & site care

Domain and hosting setup, form delivery, and simple analytics. For sites we build, ongoing content updates and routine checks can be scoped separately. Your accounts stay yours.

03

Meet your agent.

The terminal up top is the engine room. Here's one way the work could look from your team's seat. An illustration, not a product.

No console. No prompt engineering. Your people describe the job the way they'd describe it to a new hire, and the agent works through the steps while they watch.

Pick a scenario and watch it run. It's a sketch, not a product. The interface gets shaped to fit each business, but the steps are the real shape of the work.

  • Plain-English tasks, not commands
  • Every step visible and auditable
  • Result lands where your team already works

04

How an engagement runs.

  1. 01

    Listen

    Start with a free 15-minute intro call, or book a working session straight away. Either way, you show us the messiest part of your operation and we tell you honestly whether AI belongs in it, and what we'd leave alone.

  2. 02

    Prototype

    Days, not months. A working agent against a slice of your real data, in your team's hands within the first two weeks. We kill what doesn't earn its keep.

  3. 03

    Deploy

    Into production with evals, fallbacks, and a human-in-the-loop where it matters. Measured against the hours and error rates we baseline in week one.

  4. 04

    Hand off

    Runbooks, training, and your team driving it. Then we pick the next workflow off the audit map, or you take it from here. Both are wins.

05

Built for the overlooked middle.

Too small for the big firms, too big to run on duct tape. That's the sweet spot, and it's underserved on purpose.

Big enough to bleed hours

Enough people doing repeatable knowledge work that automation pays for itself in weeks, not quarters.

Small enough to move

No procurement theater, no six-month sign-off chains. The person who says yes is usually in the room.

Ignored by the big firms

Enterprise consultancies won't take your call; SaaS vendors just sell you seats. You get a senior operator instead.

One person, end to end

You deal with the person doing the work. When something breaks at 9am, it gets fixed by 10, by the person who built it.

06

The operator.

For the last three years we've lived in this stack: daily-driving Claude, GPT, Kimi, GLM, Codex and Claude Code, running a local LLM server on our own hardware, and building agent runtimes by hand. Not reading about them. Operating them, every day, on real work.

Before that came ten-plus years inside enterprise systems: Oracle Cloud ERP, order-to-cash, procure-to-pay, and the integration glue between Amazon, Shopify, WooCommerce and 3PLs. So when we walk your floor, we already know where the hours bleed: exception queues, mismatched orders, swivel-chair re-keying. We've run those systems from the inside.

That matters because the difference between an impressive demo and a dependable system is a thousand small judgments: which model for which job, where an agent needs a human checkpoint, when a local open-weight model beats a frontier API on cost and privacy. Those are decisions you can only make if you run the tools yourself.

This website was designed and shipped end-to-end by an AI agent under our direction. That's not a gimmick. It's the working model we bring to your business.

07

Asked, answered.

Can you just build our website?

Absolutely. A new business website or a refresh can be a standalone project. We handle the site, domain and hosting setup, and contact or booking connections. Ongoing care is available for sites we build, with a clear scope. This is website support, not a general IT help desk—and we won't add AI where it doesn't help.

Our data is sensitive. Does it have to go to an API?

Honest answer: for most teams, a tightly scoped API is the right call. We define exactly which fields touch it and redact the rest. If you truly need on-prem, we can stand up an open-weight model on your own hardware and teach your team to run it (a consumer desktop handles lightweight models fine). And we'll tell you plainly when that's overkill.

Models change every month. Won't this rot?

Systems are built model-agnostic with eval harnesses, so swapping Claude for GPT for a local model is a config change, not a rebuild, and you can prove quality didn't regress before switching.

What does this cost?

Start with a free 15-minute intro. Working sessions, audits, and enablement are $200/hr. AI builds and websites start with a written scope and fixed project budget agreed before work begins. For sites we build, optional ongoing care is scoped and priced separately. No retainer is required to start; extra work and third-party costs need your approval.

Will my team actually use it?

That's the whole point of deploying with your team instead of at it. Prototypes go into real hands in week two; anything your people won't touch gets killed early, cheaply.

Are you going to sell us a platform?

No seats, no licenses, no lock-in. We build on your infrastructure with mainstream tools, and the hand-off package means you own everything outright.

Our world is ERPs and integrations, not chatbots. Does AI touch that?

That's where it pays first. Ten-plus years of Oracle Cloud ERP, OTC/P2P, and storefront ↔ 3PL integration work means we start where your exceptions live: order mismatches, ASN delays, invoice disputes. Agents are very good at triage, matching, and drafting inside exactly those flows.

08

One working session.
Zero slideware.

Bring your messiest workflow. In one hour we'll tell you whether AI belongs in it, what it would take, and what we'd leave alone, even if the answer is "not yet."

Just need a website? Start with the free intro. We'll talk through the site, not sell you an AI project.

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