METRAI connects demand, planning decisions, supply constraints, and service outcomes to show what actually drove the result—whether we are comparing a new system or diagnosing one already in use.
Connected decision replay. Independent evidence. No digital twin required.
We do more than compare forecasts or inspect one recommendation. We make the conditions, decisions, and consequences visible across the planning flow.
We begin with the question that matters: a promotion miss, a stockout, excess inventory, poor fill rate, or a system decision that needs explaining. For vendor evaluation, the outcome is framed as a comparable scenario. For historical diagnosis, it is grounded in actual operating data.
We follow how demand, forecasts, store or customer orders, replenishment, allocation, inventory, supplier delivery, and service outcomes influence one another. A scenario behaves like a real event—not a disconnected change in one spreadsheet column.
We examine whether the apparent forecast problem was actually an on-time delivery delay, whether store orders were calibrated for prebuilds, or whether high forecast accuracy was masking lost sales caused by constrained availability.
We connect the strongest evidence to inventory availability, service levels, working capital, and planner intervention—then prioritize the improvement opportunities with the greatest potential impact.
Supply chain decisions do not happen in isolated columns. METRAI follows the event through the connected planning flow so the evidence reflects how the business actually operates.
“The promotion missed because the forecast was wrong.”
The forecast was reasonable, but on-time delivery delays kept the product from reaching the store when demand arrived.
High forecast accuracy may be masking lost sales caused by constrained availability—not true demand.
We evaluate more than whether a system produces an answer. We examine whether the answer is stable, explainable, and executable under pressure.
Does the system respond proportionally—or amplify noise into larger planning swings?
Can it adapt to lead times, case packs, capacity, delivery windows, and service priorities?
Does it behave coherently across similar situations and across the connected planning flow?
Can planners, buyers, suppliers, warehouses, and stores act on the recommendation?
Can the business understand what changed, why, and how the decision contributed to the outcome?
METRAI does not accept referral fees, commissions, or partnership revenue from software vendors. Our only client is the company commissioning the assessment.
Comparable, business-relevant evidence about decision behavior under pressure.
Whether you are selecting a new planning system or tracking down a service problem, METRAI can help make the behavior visible.
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