Data systems that connect and simplify your business.
We connect the tools you already use, with the right middleware, governance, and monitoring to keep every flow trusted.
Why these projects fail, and why ours don't.
The killers are small facts about how you operate that never survive a weekly status call. We sit inside the business, so they never have to travel.
Your systems, and the layer that moves data between them.
We are not selling middleware. We pick the lightest option that fits what you already run, and the mappings and logic live in your repo either way.




































The spec says the fields match. The data says otherwise.
Before anything goes live, every status and field is mapped against real records from both systems. The flagged rows are the go-live incidents that now never happen.
| 3PL status | NetSuite status | Customer sees | Finding |
|---|---|---|---|
| SHIPPED | Fulfilled | On its way, with a date | Clean, 1:1 |
| DELIVERED | Closed | Delivered | Clean, 1:1 |
| PARTIAL_SHIP | (no equivalent) | "On its way" for items still in the warehouse | Needs split-order logic before go-live |
| RTS_CARRIER | Fulfilled | Delivered, for an order coming back | Return path unmapped: refund and restock stall |
| EXCEPTION_HOLD | Pending | Silence | The cancellation window: route to exception queue with a reason |
Illustrative excerpt; the real mapping covers every field that crosses systems.
One client, four integrations, growing trust.
Health & fitness hardware brandFewer stuck orders, and fewer cancellations between purchase and installation. "The first system they trusted."
Read the full case study →From Google Sheets to thousands of orders a day.
The backbone integration, end to end: Shopify, NetSuite, the 3PL and Salesforce reconciled into one order flow, and the fulfillment team's day became the exceptions.
Governed AI chat on everything you just connected.
Your definitions and reconciliation rules are encoded into the layer, so questions that used to be tickets get answered correctly, in seconds, by anyone on the team.
Did every order that shipped yesterday get invoiced?
2,214 of 2,219 shipped orders are invoiced and matched. The 5 open ones are in the exception queue with reasons: 3 partial shipments awaiting the second carton, 2 refunds crossing the invoice run. Nothing needs you today.
Illustrative exchange.
How the governed AI layer works →Get in touch.
Tell us what you are trying to figure out. If we can help, we will say how. If we are not the right fit, we will say that too, and point you somewhere better.