FOR ELECTRICAL DISTRIBUTORS

AI purchasing decisions for electrical distributors.

SMBrion evaluates breakers, conduit, wire, panels, lighting, open POs, RFQs, supplier lead times, and customer demand to make purchasing decisions at scale.

Routine decisions are handled within policy. Only judgment-heavy exceptions are escalated to the buyer.

From thousands of electrical SKUs to the few decisions that matter.

Electrical buyers should not manually track every breaker, conduit, wire, fitting, panel, PO, and supplier update. SMBrion continuously evaluates SKU-level activity, filters routine signals, and escalates only the decisions where human judgment changes the outcome.

  1. 10,000+SKUs
  2. Hundredsof signals
  3. Materialrisks
  4. Purchasingdecisions
  5. Fewbuyer escalations

ELECTRICAL BUYING REALITY

Electrical purchasing breaks when demand, supply, and supplier promises move separately.

01

Project and counter demand changes fast

Project-driven demand spikes can change coverage overnight across breakers, wire, conduit, panels, and lighting.

02

Supplier promises are not enough

Quoted lead times, actual lead times, partial shipments, MOQ, substitutes, and availability all change the buying decision.

03

Open POs need active follow-up

Late, missing, or partial acknowledgements can expose customer commitments before the ERP shows the real risk.

SMBrion brings the buyer knowledge trapped in calls, emails, and notes into decisions—especially when alternates, availability, or customer commitments change the right path.

CLOSED-LOOP PURCHASING

Example electrical decision

Johnson Electric needs 75 units of 20A Single Pole Breaker next month. Current stock covers 15, and Graybar can only ship 40 next week. Twenty units remain uncovered.

SMBrion decisionDecision made

Buy 20 units from Rexel.

Rexel covers the gap with an acceptable premium, faster delivery, and lower execution risk than waiting for Graybar.

Gap
20 units
Product exposure
$938
Supplier path
Rexel
Decision mode
Buyer judgment required

Why judgment matters: The alternate supplier decision affects customer demand and the cost/service tradeoff.

Browser MVP status: escalated for buyer judgment because policy and the cost/service tradeoff require it. No supplier or external system is contacted.

Tradeoffs and alternatives

SMBrion does not just flag the shortage. It evaluates the available paths and chooses the one that best balances service, cost, timing, and supplier risk.

Selected: Buy 20 from RexelService: demand protectedCost: small premiumTiming: fasterRisk: low
Split Rexel + SummitDemand protected · more supplier coordination
Wait for GraybarNo premium · 20 units remain uncovered
Open RFQPossible backup · slower and uncertain

SUPPLIER LEAD-TIME INTELLIGENCE

Supplier risk before the PO is late.

SMBrion compares quoted lead times, observed lead times, acknowledgement delays, fill rate, partial shipments, and response behavior to detect supplier deterioration before customer demand is exposed.

GraybarLead-time drift detected
Quoted lead time
7 days
Observed lead time
10.4 days

Risk: Open orders may arrive after projected coverage runs out.

SMBrion decision: Follow up with Graybar, check alternate supply, or prepare a supplier switch when demand is exposed.

DECISION AND EXECUTION LAYER

Purchasing decisions—not another decision dashboard.

Routine decisions are handled within policy. Judgment-heavy exceptions are escalated only when a buyer needs to assess the tradeoffs or override the execution path.

Detect

Find operating signals

Find demand, inventory, supplier, PO, RFQ, and pricing signals.

Decide

Choose the best path

Determine whether to buy, follow up, switch supplier, open RFQ, prepare PO, or monitor.

Execute or escalate

Apply policy

Routine actions stay within policy. Judgment-heavy exceptions go to the buyer with tradeoffs.

Monitor and learn

Close the loop

Track supplier response, PO status, coverage, buyer overrides, and outcomes.

Current browser MVP

Uses uploaded/sample data to demonstrate the decision logic and prepare execution-ready actions.

Connected pilot

Can execute approved policy-based actions after integration.

EARLY PILOT

Bring one electrical purchasing workflow.

See how SMBrion turns distributor data into purchasing decisions and a focused exception queue.