Use case · Wholesale & distribution

AI for distribution, on the warehouse floor. One screen for the whole operation.

Distributors run on thin margins across thousands of SKUs and half a dozen systems that do not talk to each other. NodePlus reads across all of them, on local hardware at your site.

Margin, inventory, receivables, and orders on one command surface, with a coding engine that builds the glue between your ERP, ordering, and accounting systems. No data leaves the building.

What distributors get
100%
local models, runs on-site at the warehouse
$0
per-token AI bills, no metered inference
1
command surface across every system you run
§ IThe problem

The numbers that decide margin live in systems that do not talk

Distribution runs on visibility. But the data that tells you where the margin is leaking sits scattered across tools that were never meant to be queried together.

  • Pricing, inventory, and receivables live in separate systems, so a simple margin question turns into five logins and a spreadsheet.
  • Slow-moving stock and slipping margins surface in the month-end report, weeks after you could have acted.
  • Aging invoices and credit risk hide until they become a cash-flow problem.
  • Cloud AI wants to send order, pricing, and customer data to a third-party model, which many operators will not do.
  • Per-token pricing makes analyzing a full order history an unpredictable, metered cost.
  • Custom integrations between legacy ERP and ordering tools are quoted in quarters and six figures.
§ IIHow NodePlus fits

One local surface across pricing, stock, and cash

NodePlus reads your systems in place and reasons over them with local models, then builds and repairs the connectors between them itself.

Runs on-site

Local models on hardware at your warehouse. Order, pricing, and customer data never leave for a third-party AI provider, and there are no per-token bills.

Margin in real time

See margin by product, customer, and lane as it moves, not weeks later in a month-end report.

Inventory that speaks up

NodePlus flags slow-moving and short stock across sites before it ties up cash or costs a sale.

Receivables and risk

Aging invoices and credit exposure surface early, so collections happen before cash flow tightens.

Builds its own integrations

The coding engine writes the connectors between your ERP, ordering, and accounting tools, work a traditional shop quotes in quarters.

Finance to fulfillment, unified

Finance, sales, and operations live on one screen, so the team stops reconciling reports by hand.

§ IIIProven in the field

Already running as an on-site node in live distribution operations

NodePlus is deployed today as an edge node inside live food and metals distribution operations, reading their systems on local hardware. The same engine posts the benchmark results below, all on local models.

66.6% on SWE-bench Pro and 93.8% on LongMemEval, with no tokens purchased. The benchmarks below are the receipts.
§ QCommon questions

Which systems does NodePlus connect for a distributor?

The ones you already run: your ERP or accounting, your ordering and inventory systems, and your operations tools. NodePlus reads across all of them from one surface, so a margin or stock question does not mean five logins.

Can it run at the warehouse, not just in the cloud?

Yes. NodePlus runs on local models on hardware at your site. It keeps working on the warehouse floor without shipping order, pricing, or customer data to a third-party AI provider.

How does pricing work when we run thousands of SKUs?

Flat and predictable. The engine runs on local models with no per-token bills, so analyzing thousands of SKUs or a full order history costs the same as a single lookup. There is no metered cloud inference to forecast.

What does it change day to day?

You see margin, inventory, receivables, and orders on one screen instead of stitching reports together. NodePlus flags the slow-moving stock, the slipping margin, and the aging invoice before they cost you.

Is this proven in real distribution operations?

NodePlus runs as an on-site edge node in live food and metals distribution operations today, and the same engine posts frontier-class results on public coding and memory benchmarks.

Put your whole operation on one screen

Book a briefing and we will scope a deployment against your ERP, ordering, and accounting systems, all on local models at your site.