AI engineering firm

Get ahead with AI without getting in over your head.

We follow AI closely enough to tell you where it pays off in your business, and when the honest answer is to wait. Then we build it ourselves and pick up the phone when something breaks.

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Starts with a one-week Workflow Diagnostic.

One quote, five levels of AI

Read the way through, stage by stage

Level 1 · People ask AI

Maria’s customer asks for a quote. 

Find out where one workflow stands.

One-week Workflow Diagnostic

You own the custom software we build for you. No Stormlamp subscription is required.

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In front of the brass rail: your people’s tools. Behind it: the business’s own process.

Below the bench: the systems you already run. Up top: the people who decide.

An illustration: Maria in sales, one quote. Not a client result.

The story is an illustration, not a client result. One customer quote, Q-4092, handled by Maria in sales, moves through a bench machine that grows at each level. In front of a brass rail are your people’s tools; behind it, the business’s own process; below the bench, the systems the business already runs: prices, stock, and orders.

Level 1, people ask AI. Maria’s customer asks for a quote. AI polishes the email, but the quote waits on a warehouse phone check and on Tom in finance to sign off. The work still takes two days.

Level 2, people hand AI tasks. Maria’s own AI assistant drafts quotes in minutes from the spring price sheet. Prices rise in June and nothing updates it. Fast, impressive, and fragile. For three weeks, quotes go out below cost.

The line. Up to here, AI makes people faster. Past here, AI changes how the business works. You don’t have to go through Level 2 to get there.

Level 3, the business owns the process. AI reads the messy request. Plain rules pull today’s price and stock from your systems. Three checks pass before anything goes out: today’s price, the margin floor, and freight. Maria approves every quote, and anything unusual is flagged. Quotes run as one process your business owns, and you can check every step.

Level 4, the system earns trust. In shadow mode the system only recommends; it can’t send anything, and Maria still decides. Each recommendation is compared with a reviewed decision. It earns the right to send routine quotes once you authorize it, when it meets agreed standards. Anything unusual still goes to Maria.

Level 5, bigger calls move over. Calls that used to wait on someone senior move over, each one earning it with its own tests and shadow run. When a part is out of stock, the approved substitute thins the margin, a call that used to wait on Tom. Now the system makes it, within his written policy. Anything outside the policy goes up to Tom, with the options and the reason. The same pattern runs other calls, each on its own lane with its own limits. A newer model runs against the same tests before it replaces what’s running. Every delegated call is watched as it runs; if one slips, it goes back to a person. Tom sets the limits, and what’s new still reaches him.

The next step: find out where one workflow stands, with a one-week Workflow Diagnostic. You own the custom software we build for you. No Stormlamp subscription is required.

Quotes are just the example. The same levels apply to any work that starts with something arriving and ends with something done: lead to first reply, job to invoice, invoice to payment, inquiry to scheduled job, order to delivery.

How we work

Start with one workflow.

Find out what it’s worth first.

A one-week Workflow Diagnostic maps one workflow with your team, including the hard cases, and shows where time and money go, and whether to build at all.

Built on what you already run.

We use what you already pay for where it’s enough and build only what’s missing. For a focused problem, we can have a working version on your own data within weeks. Before anything goes live, old and new run side by side on your real work until the results match.

We take care of it.

A service agreement, never required, covers monitoring, fixes, and model updates, with one person on our side responsible for keeping it working. You own the custom software we build for you, and no Stormlamp subscription is required.

See what each step includes, and what it costs
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What work would you like to take off your team’s plate?

Tell us what happens today, where it gets stuck, and what you’d like to change. We reply within two working days.

We take on a few clients at a time.

Direct inquiry

hello@stormlamp.ai

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