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Fresh Margin Systems

30-day diagnostic

Four weeks from intake to operator decision memo.

A repeatable process built for messy data and real operator constraints. Every week has a clear milestone and deliverable.

Timeline

What happens week by week.

Each week builds on the last. No skips. No surprises.

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.

Week by week

Detailed breakdown.

Week 1

Intake and data review

What happens

  • Collect vendor lists, invoices, price sheets, purchase history, contracts, rebate notes, freight terms, and SKU/category files.
  • Review data quality and scope.
  • Confirm operator pain points and decision timeline.

Who is involved

  • Operator point of contact
  • Founder

Deliverable

Data quality snapshot + scope confirmation

Week 2

Normalization and drift scan

What happens

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

Who is involved

  • Founder + internal workflows

Deliverable

Preliminary drift signals + normalization report

Week 3

Category risk and exception queue

What happens

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

Who is involved

  • Founder

Deliverable

Category risk console + exception queue draft

Week 4

Decision memo and pilot plan

What happens

  • Deliver the Margin Leak Brief, Vendor Drift Summary, Category Risk Console, and Pilot Decision Memo.
  • Rank actions by business relevance and effort.
  • Present findings to operator leadership.

Who is involved

  • Founder
  • Operator leadership

Deliverable

Full diagnostic package + ranked action plan

Truth note: This sample uses fictional data for illustrative purposes. No guaranteed savings. No autonomous purchasing. Operator remains the final decision-maker.

Boundaries

What the diagnostic does not do.

  • No guaranteed savings. Findings require operator action.
  • No live customer data in any sample, demo, or public proof.
  • Not autonomous purchasing. Not AI that replaces buyers.
  • Not financial, legal, tax, accounting, or investment advice.
  • Operator remains final decision-maker on all actions.

Ready to start the 30-day diagnostic?

Request a fit review. We will confirm data readiness, scope, and timeline before any work begins.