Signal Forensic Parser • Interactive Synthesis Engine

Parse and Digest Restaurant POS Exports

Drop messy Toast CSV exports or upload a compressed archive. The engine parses the raw transactions, decomposes labor and revenue vectors, models financial consequences, and maps root-cause causal chains in real time.

Intelligence Depth:
Engine v2.0 Forensic
📂

Drop Toast Export Files (.zip or multiple .csv) Here

Accepts standard Toast Sales, Voids, Discounts, Labor by Job, Time of Day, or zipped export bundles.

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Signal Audit • Forensic Operational Brief

Gold Tooth Tony's Detroit Pizza — Heights

Period: January 1, 2026 – May 11, 2026 (131 days) • Verified Transaction Set
Classification
Confidential • Operator Eyes Only

Operational State Assessment

This operation generated $438,925 in revenue across 131 days at a $35.71 average check. Labor ran at 20.6% ($90,456 total cost). However, forensic synthesis reveals an active causal chain originating from the 6:00 PM kitchen throughput bottleneck: exhaustion in overtime-dependent kitchen roles converts prep deficits into 45+ minute line delays, forcing front-of-house managers into compensatory $27.03 full-ticket walkout voids.

Opportunity Stack (Cumulative Addressable Exposure)

Values based on measured period run-rate
Confirmed Leakage
$37,639
Overtime premiums + direct voids + discount bleed
Probable Exposure
$19,376
Day-of-week staffing misalignment
Recoverable Upside
$13,785
Lunch combo attachment rate lift
Total Addressable
$71,959–$121,977
Annualized net operating margin opportunity
Critical Intelligence • Forensic Causal Chain

Structural Root Cause to Downstream Leakage

Isolated metrics obscure systemic dependencies. The diagram below illustrates how staffing fatigue directly produces revenue leakage.

Root Cause
Overtime Staffing Drag

KDS cook logged 963.5 overtime hours ($18,788 penalty). Line cooks are absorbing 60+ hour workweeks.

→
Catalyst
6:00 PM Throughput Spike

Orders surge 114% between 4PM (1,079) and 6PM (2,313). Fatigued staff saturates; ticket times collapse.

→
Terminal Effect
Full-Ticket Voids ($27 Avg)

Staff is not voiding $4 sides; they are voiding 76% of entire checks as emergency service recovery for walkouts.

Combined Chain Exposure: $44,787–$75,123 Annualized • Note: Fixing root prep staffing mitigates 70%+ of downstream void comps.

Synthesized Operational Findings

Financial Exposure Map

Finding & Vector Period Impact Monthly Range Annualized Range Basis Confidence

Operator Floor Validation Protocol

Zero-Cost Floor Audits

Before making structural schedule or menu modifications, verify these operational conditions in the physical restaurant:

  1. Validate Overtime Schedule: Pull last 6 weeks of weekly schedules for the KDS role. Verify whether overtime is concentrated on prep days vs. active service shifts.
  2. Audit Void Timestamps: Filter void detail records by hour of day. If voids cluster between 5:45 PM and 7:30 PM, the root cause is line throughput, not cashier error.
  3. Test Promo Blackout: Disable "Spend $50, save 10%" for 7 consecutive days. If total check volume stays within 4% of prior week, the promo was cannibalizing full-price demand.
  4. Kitchen Pass Timing: Station GM at the expeditor station during Friday 6:00 PM peak. Time 10 consecutive tickets. If order-to-window exceeds 19 minutes, throughput constraint is confirmed.

Intelligent Data Requests (Precision Uplift)

Request 01 • +15% Confidence Uplift
Individual Shift Punch Records

Separates prep labor from line execution to confirm whether a $15/hr dedicated morning prep cook eliminates $18k of 1.5x overtime.

Source: Toast Labor → Reports → Labor Detail by Employee
Request 02 • +12% Confidence Uplift
Timestamped Void Reason Log

Maps void timestamps against ticket fire times to definitively substantiate kitchen wait-time walkouts.

Source: Toast → Payments → Void Details (Export with Timestamps)

30-Day Corrective Action Roadmap

Week 1 • Immediate Fixes
  • Cap KDS overtime at 5 hrs/week.
  • Re-structure "$50 save 10%" to "$50 save $5" flat cap.
  • Throttle 3P delivery between 5:45-7:00 PM.
Weeks 2–3 • Validations
  • Station expeditor at 6 PM rush; time ticket passes.
  • Audit early weekday staffing to match 40% volume.
  • Deploy lunch combo POS one-button preset.
Week 4 • Monitor & Lock
  • Confirm zero-dollar modifier eliminations.
  • Verify weekly overtime spend is below $250.
  • Recalculate monthly void leakage rate.