What Is OTIF? On-Time-In-Full Explained for CPG Suppliers
OTIF (On-Time-In-Full) measures whether a supplier delivered the right quantity within the retailer's delivery window. How it's calculated, what each retailer requires, and what a miss actually costs.
Read →EDI 824 Application Advice: How to Read the Rejection Codes
The EDI 824 tells you why a transmission actually failed, not just whether it arrived. How OTI and TED segments work, what the common error codes mean, and why an unresolved 824 becomes a deduction weeks later.
Read →EDI 856 (ASN): Why Retailers Reject It, and What Each Failure Costs You
What the EDI 856 Advance Ship Notice carries, the six most common reasons retailers reject it, and which deduction it becomes if you don't catch it.
Read →Walmart's OTIF Fine, Explained: How the 3% Chargeback Actually Works
Walmart's OTIF fine is a program-level compliance chargeback, not a per-shipment dispute like a deduction code. Current thresholds, how the 3% rate is applied, and what actually drives a miss.
Read →What Good Marketing Mix Modeling Actually Looks Like
Most MMM projects fail at the same place: they produce a model, not an answer. Here's what separates the ones that change how a team spends from the ones that end up in a slide deck.
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