Business Evidence Audit — Sample Report

Northstar Specialty Market

How to read this report: every number below traces to a source or a labeled assumption — the standard it follows is the Evidence Standard.

Engagement delivered (demonstration date): July 15, 2026 · Analysis period: July 2025 – June 2026 · Prepared by LucidAgentMind — software-assisted analysis with LucidDataMind expertise.

1. Business context

Northstar Specialty Market is a single-location, owner-operated specialty food and pantry retailer: olive oils, vinegars, spices, cheeses, and giftware. One legal entity, one location, roughly 1,860 active SKUs.

Trailing-twelve-month revenue: $1,412,000 (Square POS export, Jul 2025–Jun 2026). Principal systems: Square POS (sales and pricing), QuickBooks Online (accounting and payables), and spreadsheets (inventory counts and vendor lists) — three principal source systems, within the fixed audit scope.

2. Data received

• Square item-level sales export, Jul 2025 – Jun 2026 (12 months)
• Square current retail price list
• QuickBooks vendor invoice register and A/P aging, Jul 2025 – Jun 2026
• Vendor invoice PDFs for the top 8 vendors by spend: 214 invoices, 1,912 line items ($511,400 of the year’s purchases)
• Physical inventory count spreadsheets: December 2025 and June 2026
• One alternative vendor’s published wholesale price list (owner-supplied)

3. Data-quality limitations (read this first)

Every dollar figure in this report is bounded by these facts:

1. Product mappings: of 1,912 vendor invoice line items, 1,743 (91%) carry owner-confirmed mappings to Square products. The 169 unconfirmed lines are excluded from every dollar figure in this report. Unconfirmed mappings never support a number.
2. No perpetual inventory. Two physical counts exist. Inventory findings use count-to-count roll-forward against POS sales and carry wider uncertainty than the invoice-based findings.
3. Category tags: roughly 6% of SKUs carry inconsistent Square category tags, concentrated in Gifts & Gadgets. One finding (see #5) is deliberately left unquantified because of this.
4. Not provided, therefore not analyzed: labor and scheduling data, e-commerce channel data. No finding in this report depends on them.

4. Ranked findings summary

Recurring findings total $20,292 per year as calculated below; each figure’s assumptions are labeled in its detail section. Finding 5 is ranked last on purpose: where the data can’t support a dollar figure, this report says so instead of inventing one.

5. Findings in detail

Finding 1 — Retail prices static while vendor costs rose · $11,196 / year

The problem

Across the twenty highest-spend confirmed items, invoice costs rose through the year. On fourteen of them, the Square retail price never moved. The store absorbed the increase on every unit sold.

Evidence

Confirmed vendor invoice lines (Jul–Sep 2025 vs Apr–Jun 2026 quarters) · Square price list (no retail change on the 14 items) · Square unit sales, trailing 12 months.

Calculation

1. Top-20 spend items identified from confirmed invoice lines
2. Weighted per-unit cost, Jul–Sep 2025 vs Apr–Jun 2026:
   +$0.60 average increase across the 14 items with unchanged retail
3. Trailing-12-month unit volume, those 14 items = 18,660 units (POS)
4. 18,660 × $0.60 = $11,196 per year of absorbed cost

Recommended action

Reprice the fourteen items to restore prior margin (average retail increase ≈ $0.65, about 4%), or take the cost history to the vendors — the invoice trail is the negotiation file.

Assumptions (labeled)

Demand approximately stable at a ~4% retail increase — elasticity is untested and the measurement plan below is how we find out honestly. Cost levels persist at the Apr–Jun 2026 rate.

Measurement plan

Sixty days after reprice: unit volumes on the 14 items vs the same period last year, and realized margin per item. If volume drops more than the margin gain covers, the recommendation is revised — and recorded that way.

Finding 2 — Alternative sourcing on the signature olive oil · $4,680 / year

(This finding is the source of the demonstration card shown on the website — same synthetic narrative, same numbers.)

The opportunity

The store’s best-selling specialty olive oil is purchased at $96.00 per 12-bottle case. An alternative vendor’s published wholesale list offers a comparable oil at $78.00 per case.

Evidence

Vendor invoice lines, Jan–Jun 2026 · Square weekly unit sales · the alternative vendor’s published price list (owner-supplied).

Calculation

1. $96.00 per case ÷ 12 bottles = $8.00 cost per bottle (current)
2. $78.00 per case ÷ 12 bottles = $6.50 cost per bottle (published alternative)
3. $8.00 − $6.50 = $1.50 saved per bottle
4. 60 bottles sold per week (POS) × $1.50 = $90.00 per week
5. $90.00 × 52 (annualization parameter, an assumption) = $4,680 per year

Recommended action

Request a price match from the current vendor first — the published list is leverage — or qualify the alternative with a trial order and an owner taste comparison.

Assumptions (labeled)

Sales volume approximately stable · the alternative product is an acceptable substitute, confirmed by the owner before any switch · the vendor-item mapping behind these numbers is owner-confirmed · 52-week annualization.

Measurement plan

Per-bottle landed cost and weekly unit volume, sixty days after the change.

Finding 3 — Early-payment discount unclaimed · $4,416 / year

The opportunity

The primary distributor’s invoices carry 2/10 net 30 terms. Payment dates in QuickBooks show an average payment on day 27. The discount has not been taken in any of the last twelve months.

Evidence and where each number comes from (shown in full for this finding as an example of the method):

Calculation

1. $18,400 × 0.02 = $368 forgone per month
2. $368 × 12  = $4,416 per year at full capture

Recommended action

Move this vendor to a pay-on-day-9 schedule; confirm the discount applies to all invoice lines.

Assumptions (labeled)

Cash is available inside the ten-day window. QuickBooks daily balances support day-9 payment in at least ten of the last twelve months (November and December run tight during inventory build) — a partial-capture floor is therefore $3,680/year, and the full $4,416 assumes all twelve.

Measurement plan

Discount capture rate on this vendor’s invoices after sixty days.

Finding 4 — Dead-stock conversion · ≈ $6,650 one-time cash within 60 days

The problem

Cross-referencing the June 2026 physical count against POS history identifies 96 SKUs with zero sales in 180+ days, still on the shelf.

Evidence

June 2026 count spreadsheet · Square sales history · confirmed invoice costs for the counted units · Square price list.

Calculation

1. 96 SKUs, zero POS sales in 180+ days (count × sales cross-reference)
2. On-hand cost basis = $8,940 (counted units × confirmed invoice costs)
3. Retail value at current list = $16,120 (price list)
4. Three-step clearance (25% → 40% → 50% off), weighted toward the
   deeper markdown steps:
   (0.10 × 25%) + (0.25 × 40%) + (0.65 × 50%) = 45% blended discount
   $16,120 × 0.55 = $8,866 gross recovery if fully sold
5. At an assumed 75% sell-through in 60 days:
   $8,866 × 0.75 ≈ $6,650 gross cash proceeds (rounded)

Recommended action

Run the three-step clearance over sixty days; donate or write down the remainder; redirect the freed shelf space to turning items. Some units will clear below cost — the objective is cash and space, not margin on dead goods.

Assumptions (labeled)

75% sell-through at the blended discount is an assumption, not a measurement — the 30-day checkpoint below corrects it with real data. Unit weighting across the three markdown steps (10% / 25% / 65%) is an assumption, not a measurement — the 30-day checkpoint corrects it with real data. Costs are from confirmed mappings only.

Measurement plan

Units sold and gross cash proceeds at 30 days (checkpoint, revise the discount ladder if needed) and 60 days (final).

Finding 5 — Gifts & Gadgets margin drift · not quantified, and here is why

The signal

Blended margin in the Gifts & Gadgets category appears to have fallen about three points across the year.

Why no dollar figure appears

The 169 unconfirmed invoice lines and the inconsistent category tags (Section 3) are concentrated in this category. A margin-drift number built on those mappings would not survive scrutiny, so this report does not state one. A number without a defensible source is worth less than no number.

Recommended action

Confirm the 169 open mappings (a focused confirmation review, prepared for you as yes/no questions) and correct the category tags. The analysis then re-runs on solid ground — in Evidence Monitor month one, or as this audit’s included correction pass if completed within fourteen days of delivery.

Measurement plan

Re-run of the category margin analysis once mappings are confirmed; finding either quantifies or closes.

6. Thirty-day action plan (sequenced)

7. Measurement schedule and outcome status

Every recommendation in a delivered audit carries an outcome record from day one. Nothing below is marked measured, because nothing has been — attribution is assessed only after measurement, never before.

Where a result later improves, the record says whether the improvement can honestly be attributed to the action — and says “improved, attribution uncertain” when it can’t.

8. Methodology, in plain language

• Every number above traces to one of: your records (invoices, POS, payments, counts), your configuration (prices, terms), published reference facts (a vendor’s public price list; unit math), or a named, labeled assumption (sell-through 75%; annualization 52; elasticity untested). No other kind of number is permitted in a Business Evidence Audit.
• Dollar figures use owner-confirmed vendor-item mappings only. Inferred mappings generate questions for you; they never generate dollars.
• Original units are preserved through every conversion ($96.00 per case → $8.00 per bottle), so any figure can be audited back to its source line.
• Findings the data cannot support are stated as exactly that — see Finding 5. That rule is not a disclaimer; it is the product.