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Fresh Margin Systems

Implementation

How the diagnostic gets done.

A four-week engagement with clear inputs, a repeatable process, and a written decision memo at the end. Built for operators with messy exports and real deadlines.

Four-week timeline

Intake, normalization, drift detection, decision memo.

Every week has a specific output. No open-ended consulting hours.

1

Week 1

Intake & data review

Collect vendor lists, invoices, price sheets, purchase history, contracts, rebate notes, freight terms, and SKU/category files. Review data quality and scope.

2

Week 2

Normalization & drift scan

Normalize pack sizes, unit costs, and category mappings. Scan for vendor price drift, invoice variance, substitution patterns, and freight movement.

3

Week 3

Category risk & exception queue

Map category-level margin pressure. Build the price exception queue. Review rebate and freight leakage. Human operator review of preliminary findings.

4

Week 4

Decision memo & pilot plan

Deliver the Margin Leak Brief, Vendor Drift Summary, Category Risk Console, and Pilot Decision Memo with ranked actions and data gaps.

Data inputs

What we need from you.

The diagnostic works with messy exports, partial invoices, and manual notes. A data quality snapshot is part of every deliverable.

Invoice exports (60-90 days)
Item master / SKU list
Vendor price sheets
Purchase history by SKU
Freight charge records
Rebate accrual notes
Substitution logs
Contract terms where available

Hard boundaries

What we do not do.

These boundaries protect both the operator and the diagnostic.

  • We do not guarantee savings or margin recovery.
  • We do not claim autonomous procurement or AI that replaces buyers.
  • We do not show live customer data in any demo or sample.
  • We do not provide financial, legal, tax, or procurement advice.
  • We do not require perfect data. Messy exports are expected.
  • We do not pretend software alone fixes purchasing operations.
  • We do not invent traction, testimonials, or enterprise customer claims.
Process detail

What happens in each phase.

Week 1: Intake and data review

We collect your vendor lists, recent invoices, price sheets, purchase history, contracts, rebate notes, freight terms, and SKU/category files. We review data quality and flag gaps. A data readiness score is included in the final deliverable.

Week 2: Normalization and drift scan

We normalize pack sizes, unit costs, and category mappings. Then we scan for vendor price drift, invoice variance, substitution patterns, freight movement, and rebate gaps. Preliminary findings are documented internally.

Week 3: Category risk and exception queue

We map category-level margin pressure and build a ranked price exception queue. Rebate and freight leakage are quantified. Every signal is reviewed by a human before it goes into the report.

Week 4: Decision memo and pilot plan

We deliver the Margin Leak Brief, Vendor Drift Summary, Category Risk Console, and Pilot Decision Memo. The memo includes ranked actions, data gaps, and a recommended next phase if continued engagement makes sense.

Next step

Ready to start a diagnostic?

Request a 30-minute fit review. We will confirm scope, timeline, and data readiness before any engagement begins.