High-mix shipments break ERP-shaped processes.
Forty-plus SKUs per shipment, each with distinct handling, pricing, and customer-specific terms. The legacy ERP was built for ten-SKU shipments and breaks under volume.
Specialty distribution
Margin compression across 40+ SKUs per shipment.
AI-native ops recapture the margin that incumbent ERPs leave on the table.
Specialty distributors moving high-mix, low-volume freight across complex customer networks.
What goes wrong today.
Customer-specific terms are operationally expensive.
Every enterprise customer has a different pricing matrix, billing cadence, and approval workflow. In a fragmented stack, those terms live in spreadsheets.
Visibility ≠ control.
The visibility incumbent shows where the shipment is. It does not handle the exception, retender the load, or tell the customer.
Same substrate. Vertical-shaped configuration.
TMS + WMS + IMS as one platform.
The specialty distributor doesn't buy three platforms; they buy the operating model that ties them.
Customer-terms as configuration.
Pricing, billing, approval — Kairos handles the customer-specific configuration as data, not as workflow code.
Operational density at platform scale.
The same architecture that runs Watchmen's brokerage runs a specialty distribution business. Substrate stays; configuration shifts.