Sales Posts Multiply an Unnamed Study Into a Trillion-Dollar Problem
A freight invoice can be wrong and still not be worthless. It can miss a proof of delivery, carry an accessorial that was not on the contract, or use a rate that does not match the lane. That is an error. It is not the same as the whole dollar value of the shipment being false. The distinction matters when a sales post multiplies an error rate by total transportation spend and presents the product as a trillion-dollar problem. The number remains a claim until a customer, a sample and a method sit behind it. There are many examples of this illegitimate phenomenon, but the example we chose to analyze is exceptional in its scope.
The $700 Billion Figure Treats Every Error as a Total Loss
On 6 February 2026, Jeff Ashcroft, vice president of business development at KNNX, posted that numerous studies and reports indicate 70% to 75% of freight invoices submitted are incorrect or incomplete, leading to disputes and delays. He did not name the studies. In the same post and in a follow-up on 17 February, he wrote that total transportation spend in North America is estimated at $1 trillion a year. Based on a 70% invoice error rate, he said, inaccurate freight invoices are submitted for $700 billion in freight shipments annually. He then said that over five years KNNX has reduced inaccurate invoices from 70% to less than 1%, using smart freight contracts and a shared ledger. On LinkedIn in April 2025 he wrote that 99.5% of these perfect invoices are approved without a single dispute. The KNNX site lists savings of 10% to 15% of freight spend among the results.
The arithmetic does not support the dollar claim as stated. An invoice that is incomplete because a proof of delivery is missing is counted as an error. It is not an invoice whose full value is false. A $1,000 invoice with a $40 accessorial that was not contracted is an error on the accessorial, not a $1,000 loss. Multiplying a 70% error rate by $1 trillion treats every flagged invoice as if the entire shipment cost were wrong. Even if the $1 trillion figure were sourced, which it is not in the post, the product would be a count of imperfect documents, not a measure of money paid in error. A 70% document error rate and a 70% dollar error rate are different claims. The post uses the first to assert the second. No public file allows a reader to check either rate.
The 99.5% Has No File Behind It
The reduction from 70% to less than 1%, and the 99.5% approval without dispute, are statements by Ashcroft and by KNNX. They do not name a shipper, a carrier, a time window, a sample size, or a third party that counted the invoices. The KNNX site quotes a chief expansion officer and a vice president of transportation without naming the companies. A Walmart Canada reference appears as a general endorsement of a shared ledger, not as a measured error rate before and after. There is no public use case that lets a reader check the 99.5%, the sub-1% error rate, or the 10% to 15% saving against a starting baseline. Without that file, the numbers cannot be confirmed. They function as a sales range. That is the concern. A buyer who prices a contract against an unsourced rate is buying a slogan.
We reached out to KNNX and to Jeff Ashcroft for comment but have not yet received a response.
The pattern is not limited to North America. In India, Dhruv Taneja, founder and global chief executive of MatchLog Solutions, has said the company aims to eliminate 10 billion kilometres of unnecessary container movement across the global export-import chain. The figure is a vision, not a measured baseline. Motion Ventures reported that MatchLog claims lifetime carbon savings of 40,000 million tonnes and up to 15% growth in profitability on street-turn boxes. The carbon number, as stated, is not a plausible unit for a single operator's lifetime result, and the profitability range is given without a named shipper, a sample, or a starting cost. In China, JD Logistics has said its Kunshan Asia No.1 sorting centre reaches 99.99% accuracy with 10,000 robots and more than 80 lines, processing up to 4.5 million parcels a day. The accuracy is the company's statement. No independent audit, no error definition, and no before-and-after file are attached to the 99.99%. A rate that cannot be checked is a slogan in both cases.
A Slogan Is Not a Baseline
Ashcroft's posts are consistent. The problem is stated as 70% to 75%. The market is stated as $1 trillion. The product is stated as less than 1% error and 10% to 15% savings. None of the three is tied to a named study, a named customer result, or a method a reader can rerun. That is the operational issue. A buyer who takes the 70% as a dollar error, and the 99.5% as a proven outcome, is pricing a contract against a claim that has not been shown. Data has to describe what happened on a lane, in a period, for a named shipper. A sales post that multiplies an unnamed rate by an unsourced spend does not do that. It describes the pitch.
