The Leak Ledger Method · Benchmarks
Revenue leakage benchmarks, with the math shown.
These are the rates Nteli's leak-ledger calculator uses to estimate how much revenue a company is leaking across the Quote-to-Comply pipeline — one set per revenue motion. Every estimate on this site shows its arithmetic; this page is where the arithmetic lives.
What these numbers are — and aren't. These are Nteli's benchmark planning rates, drawn from our engagement experience across manufacturing, channel and SaaS clients since 2019, and set deliberately conservative. They are not industry-survey statistics, and we don't present them as anyone else's research. They exist to produce a defensible starting estimate; a Leak Ledger Workshop replaces every rate on this page with your own data in one day.
Direct manufacturing — Quote → Order → Recognize → Comply
configure-to-order products sold direct · assumes ~40% of revenue flows through quotes
| Lever | Benchmark rate | The arithmetic |
|---|---|---|
| Quote | 3% config/discount error, 60% unrecovered | quoted value × 3% × 60% — configurations that can't be built as sold, discounts off policy, prices from a stale book. |
| Order | 2% of orders re-keyed wrong, $1,800 each | orders × 2% × $1,800 — the cost of an order that drifts from the quote between systems. |
| Recognize | 1.5% billed 45 days late + 0.3% never billed | revenue × 1.5% × (45/365) × 10% WACC + revenue × 0.3% — carrying cost of late billing, plus work that never reaches an invoice. |
| Comply | 0.15% tax exposure | revenue × 0.15% — amended returns and over-remitted tax. |
Channel — Agree → Transact → Settle → Comply
semiconductor, pharma: price lives in contracts; leaks flow out through claims
| Lever | Benchmark rate | The arithmetic |
|---|---|---|
| Agree | 1% pricing drift, 50% addressable | revenue × 1% × 50% — distributor price drift, or contract/class-of-trade drift in pharma. |
| Transact | 2% of orders re-keyed wrong, $1,800 each | orders × 2% × $1,800 |
| Settle | 5% claim leakage, 40% recoverable | channel revenue × 5% × 40% — Ship & Debit claims and chargebacks (or chargebacks/340B in pharma) paid without validation. |
| Comply | 0.15% of channel revenue + 0.05% of total | channel revenue × 0.15% + revenue × 0.05% — claims misclassified before they reach tax and the GL. |
Recurring SaaS — Quote → Contract → Recur → Comply
termed contracts that keep transacting
| Lever | Benchmark rate | The arithmetic |
|---|---|---|
| Quote | 2% quote error, 60% unrecovered | quoted value × 2% × 60% |
| Contract | 0.3% lost in the provisioning/billing handoff | revenue × 0.3% |
| Recur | 3% unapplied uplift on renewals, 50% addressable + 0.2% late billing | renewal base × 3% × 50% + revenue × 0.2% — contractual uplifts never invoiced, renewals billed late. |
| Comply | 0.1% multi-state tax exposure | revenue × 0.1% |
The capacity benchmark: a hand-built quote for a configured product takes a senior estimator most of half a day — call it ~2 quotes per estimator per day. On the engine the conversation does the assembly and the rules do the checking, so the same team handles roughly 3× the quote volume — the constraint moves from estimating hours to demand.