How this gets done

One person, with AI as the method

The honest version: this is a one-person firm that ships at a pace that used to require a team, because a great deal of the work is now orchestrated rather than typed. That means no account manager between you and the person doing the work, no handoff to a junior, and no discovery phase that exists mainly to justify a rate.

It also means being straight about scale. There's a ceiling on how much runs at once. If a project needs six people in a room, that's worth knowing in the first email rather than the third month.

Read-only by default

Where your systems are concerned, the default posture is to read and never write. Reconciliation doesn't require write access, and asking for it converts a low-risk engagement into a high-risk one for no benefit. If a project genuinely needs to write somewhere, that gets called out explicitly and scoped separately — never assumed.

The practical version of this: your DMS, your ERP, and your storefront admin stay exactly as they are. What changes is that you can finally see what's in them.

The audit comes first

Almost every engagement starts with a small, fixed-fee audit. We go get the data and tell you what's in it before anyone commits to building anything.

This is partly self-interested — scoping from real findings beats scoping from a discovery call, and it means fixed fees that hold. But it's mostly because a meaningful share of audits end there. You find out what's actually happening, it's cheaper than you expected, and you fix it internally. That's a good outcome, and it's why the audit is priced to stand alone.

Pipelines are assumed to break

Every integration depends on something outside your control, and that something will change shape without telling you. The difference between a pipeline that lasts and one that quietly poisons your data is entirely in how it fails.

• Fail loudly and visibly, rather than writing a partial result
• Hold last-known-good rather than publishing something wrong
• Alert on the silence too — a feed that returns zero rows is a failure, not an empty day
• Recover without a person, wherever recovering without a person is safe

You keep what you paid for

Code, pipelines, and documentation are yours, handed over in a form another developer can pick up. Retainers are for maintenance you'd rather not think about, not for holding your own system hostage. If you want to take it in-house, that's a normal ending and it's supported.

What this isn't

Not a managed service provider. Not a staffing shop. Not a dashboard vendor — dashboards get built when someone will genuinely use one, and otherwise the answer arrives in an inbox on a schedule. And not the right call if you need someone on site, on call, or holding a pager. That's a different kind of company and there are good ones.