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Automation & data

The manual work, handled. The judgment, kept.

The copy-paste between tools, the numbers re-keyed by hand, the reports rebuilt every week: most of it can run on its own. We build the workflow automation, integrations, data pipelines, and dashboards a business runs on. The certain cases run automatically, the uncertain ones go to a person, and the whole system stays yours to see and own.

The problem

Connecting two tools is easy; making the automation reliable is the work.

Most automation projects stop at the demo. Two tools get wired together, it works on the happy path, and then a case it never expected arrives: a malformed invoice, a number that does not match, a record with a field missing. The automation does not stop. It does the wrong thing quietly, and someone finds out three steps downstream.

A system you can depend on is more than the wiring. It is the map of what actually repeats, the judgment about which steps a person should still own, the open tooling you can see inside and keep, and a measured before-and-after against the live system. That is the part most automation skips, and it is where the reliability sits.

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What we do

Four ways to automate.

The problemThe same steps repeat every week, done by hand: documents read and re-typed, statuses updated across tools, the routine that one person holds in their head. It works until volume climbs or that person is away, and the hours are paid by people hired to do something else.

What you getThe repetitive steps mapped and then handled without a person in the loop, with an exceptions queue for anything ambiguous. The certain cases run on their own; the ones that need judgment wait for a person, so nothing wrong ships unseen.

Method

Why it holds up at the edges.

Automation goes only where it earns its place.The work starts with a map, not a tool: which steps repeat, which numbers get re-keyed, and which decisions actually require judgment. Automation goes only where it removes real hours or a real class of error.
The certain cases run on their own.The clear, unambiguous cases are handled end to end without a person in the loop, on a schedule or the moment the trigger fires. The routine work simply happens.
The uncertain ones wait for a person.Anything the system is not sure about routes to a review queue instead of guessing. Judgment stays with people, and a wrong case never goes through unnoticed.
You can see what it did, and it is yours.Every run is logged and visible, on open, documented tooling in your own accounts, with a measured before-and-after counted against the live system. The automation is a system you own, not a black box you rent.
How an automation runs An event triggers the automation, which reads, matches, and transforms the data, then sorts each case by certainty: the clear cases run automatically while the uncertain ones go to a person for review, and both paths update the systems the business already uses. Event arrives Automated steps read, match, transform Sort by certainty Clear case runs automatically Human review the uncertain ones Systems updated books, tools, dashboards current
An event triggers the run; the certain cases are handled automatically, the uncertain ones go to a person, and the systems the business already uses stay current.
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The human gate

Automation that knows what it cannot decide.

The value is not in automating everything. It is in automating the cases that are clear, and routing the ones that are not to a person who can judge them.

Run blind

Every case runs the same way, so a wrong one goes through unnoticed and surfaces downstream, after the cost has already landed.

Handled, then gated

The certain cases run on their own; the uncertain ones queue for a person. Judgment stays where it belongs, and a wrong case never goes through unseen.

That line between handled and reviewed is where reliable automation lives. The system does the volume; people keep the judgment.

The stack

What it runs on.

A modern, open stack that runs in your own accounts, so the automations and the data they move are yours to keep, not rented from a platform whose fees climb with every run.

n8nPythonWebhooksSchedulersMCPREST & GraphQLPostgreSQLpgvectorRedisApifyFirecrawlAWSCloudflareDockerDashboards & BISearch Console
In practice

Two systems, doing the work.

Automation is not done when it runs once. It is done when it handles the volume on its own, routes the cases that need judgment to a person, and stays current as the business and its tools change.

These are system commitments, made in the contract and not promised in a deck. Each one was mapped before a line was automated, built on tooling the client owns, and handed over as a system their own team can see into and run.

Any industry

Back-office work, automated.

A growing company ran on spreadsheets and manual steps. We automated the repetitive work and connected their tools, giving the team its hours back.

~22 hours a week back to the teamRead the story
Any industry

One dashboard the whole business reads.

A company had its numbers scattered across a dozen tools, and every report meant exporting, pasting, and reconciling by hand. The engagement builds the pipeline that pulls the data together and the dashboard on top of it, so the figures land in one place, reconciled and current.

First live dashboard within two weeks of kickoffRead the story

Drowning in manual back-office work, or staring at numbers that live in five tools and never agree? Tell us the situation, and you get a straight read.

Tell us about your project
Fit

Who this is for.

01

Your team spends hours every week on the same manual steps, re-keying numbers between tools and rebuilding the same reports, and the work only grows as you do.

02

Your tools do not talk to each other, so the same data lives in three places that never quite agree, and no single report can be trusted on its own.

03

You make decisions on numbers that take a day to assemble and are stale by the time they arrive, with no one dashboard the whole business reads.


And who it is not for.

If you want a one-off script with no interest in what happens the first time it meets a case it did not expect, or automation that runs unattended on everything regardless of the cost of a wrong call, we are not your firm, and we will say so on the first call.

Straight answers

Isn't this just a script that breaks the first time something changes?

A fair question, because plenty of automation is exactly that. The difference is what happens at the edges: the certain cases run on their own, the uncertain ones go to a person, and the whole thing runs on open tooling you own and can see inside. Below, the questions that decide between them.

How is this different from an agency or a freelancer?

Two ways. The money: on a fixed-output retainer a problem is our cost to fix, not another bag of hours billed to you, so the incentive is to build automation that holds. The people: the person who maps your process is the one who builds it and answers for it, start to finish, instead of an account layer that rotates.

What about Zapier, Make, or another no-code platform?

They are fine to start, and sometimes the right tool. The risk is what they cost later: per-task fees that climb with your volume, logic spread across a platform you do not own, and work that is hard to take with you. We build on open, standard tooling in your own accounts, so the automations and the data they move are yours to keep.

What does it cost?

Two numbers, quoted up front and fixed before work starts: one to build it, and one optional monthly number to run it. You see both at the first quote, never as a later surprise, and the monthly line is an offer, not a trap, because the system is yours to take elsewhere.

Does the automation run without anyone watching it?

Only where that is safe. The certain cases run on their own; anything ambiguous routes to a person, and every run is logged and visible. You keep judgment where judgment matters, and a wrong case never goes through unseen.

Who owns it when we are done?

You do. Open tooling, your accounts, full documentation, no proprietary layer to keep paying for. Any competent developer can pick it up and carry it forward.

How long does it take?

A first working automation or dashboard typically lands within a few weeks, depending on scope. The exact timeline is fixed before work starts, not discovered along the way.

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Get the hours back, and keep the system.

Tell us where the manual work is piling up, or where your numbers refuse to agree. The person who would scope it reads your message and replies within one business day, with a straight read on what to automate, what to leave to a person, and what it would take.

Tell us about your project