Quote Leakage & Speed Audit
Turn historical quote data into faster turnarounds, tighter margins, and a clear roadmap to automated pricing.
Quote Leakage & Speed Audit
Uncover margin leakage, estimate-vs-actual variance, and response-time win probability without requiring ERP connectors or custom code.
Phase 01
Phase 02
Phase 03
01
Intake & Historical Data Standardization
Days 1 – 5// Objective
Ingest and sanitize standard CSV/XLSX quote exports to baseline turnaround speed and historical win/loss patterns without invasive IT setup.
// Action Steps
- Intake and sanitize 30 to 90 historical quote records with request timestamps and win/loss/no-decision outcomes.
- Collect 10 to 30 completed job records to establish initial estimate-versus-actual cost variance baselines.
- Validate timestamp accuracy and identify data limitations across historical sales records.
// Key Deliverable
Historical Quoting Dataset Baseline and Sanitized Input Audit Report.
02
Forensic Decomposition & Velocity Attribution
Days 6 – 10// Objective
Diagnose the mathematical drivers of deal slippage by correlating turnaround latency, estimating variance, and margin erosion.
// Action Steps
- Decompose win/loss ratios by part complexity, customer tier, and requested lead time.
- Plot the Quoting Expiration Curve to pinpoint the exact latency threshold where win probability falls off.
- Quantify estimate-versus-actual variance to reveal hidden shop-floor cost overruns and quoting inaccuracies.
// Linked Models
// Key Deliverable
Forensic Quoting Landscape & Velocity Attribution Matrix.
03
Economic Drivers & Strategic 4-Path Recommendation
Days 11 – 15// Objective
Deliver an executive briefing pinpointing the top 3–5 economic drivers and prescribing the exact corrective architecture.
// Action Steps
- Synthesize the top 3–5 economic drivers of lost bids and eroded gross margin into dollarized impacts.
- Evaluate institutional readiness and classify required remedies into one of four distinct pathways.
- Deliver an actionable executive roadmap with qualification parameters for a full Solution Blueprint.
// Key Deliverable
Quote Leakage & Speed Audit Final Executive Brief + Strategic 4-Path Recommendation Roadmap (Process-Only, Deterministic Automation, ML/AI Augmentation, or Solution Blueprint).
