Large retailers and marketplaces score their suppliers continuously, and the score determines whether a brand is offered more shelf space, fewer, or a penalty. The metrics are not a mystery: on-time delivery, order completeness, documentation accuracy and labelling compliance cover most of the score, and each is measurable before the shipment leaves the factory.
For a bag brand sourcing from a production partner, the difficulty is that the scorecard measures the brand while the causes sit partly at the factory. That gap is manageable, but only if both sides are working from the same numbers rather than discovering them in a deduction notice.
The Metrics That Carry the Weight
Terminology varies between retailers, but the underlying measures are consistent and a small number dominate the score.
| Metric | What it measures | Typical target |
|---|---|---|
| OTIF (on time in full) | Percentage of orders delivered complete and within the window | 95–98% |
| Fill rate | Units shipped as a percentage of units ordered | 97–99% |
| ASN accuracy | Advance ship notices matching the physical receipt | 99%+ |
| Label and packaging compliance | Cartons and pallets meeting the manual | 100% |
| Lead time adherence | Days from order to dispatch against the agreed lead time | Within the window every time |
| Defect or return rate | Units returned or rejected against units sold | Category-dependent, usually under 2% |
| Invoice accuracy | Invoices matching the purchase order and receipt | 99%+ |
Two of these — ASN accuracy and label compliance — are almost entirely administrative and are the fastest to fix. They are also the most common sources of deduction.
Why OTIF Is Harder Than It Looks
On time in full sounds simple and is not, because both halves fail independently and a failure in either scores zero for the order. A shipment that arrives complete but a day late scores the same as one that arrives on time with a shortfall.
The practical consequence is that a small buffer in the delivery window is worth more than a small saving in freight. Booking the slot late, or building a pallet that exceeds the height limit and has to be rebuilt at the DC, both produce a late delivery without a production delay.
- Confirm the delivery window and the booking process before the order is placed, not at dispatch.
- Build the pallet specification into the packing instruction so it is not discovered at the dock.
- Track production against the dispatch date weekly, not at the end of the run.
- Flag a potential shortfall early: a partial shipment agreed in advance is usually better than an unannounced shortfall.
- Keep a small finished-goods buffer for high-velocity styles rather than relying on the last production day.
Programme parameters at a glance
| Parameter | Commitment |
|---|---|
| Minimum order quantity | 500 pieces per style / colourway |
| Sampling lead time | 6–10 working days (12–15 days for complex constructions) |
| Bulk production lead time | 35–50 days after sample approval |
| Inspection standard | AQL 2.5 (ISO 2859-1), single sampling, general level II |
| Incoterms | FOB Xiamen — EXW, CIF and DDP available on request |
| Payment terms | T/T 30% deposit / 70% before shipment; L/C at sight for container loads |
| Verified production floor space | 4,950 m² (SGS-verified) |
| Team | 137 staff across 7 production lines |
| Equipment | 149 machines including computerised saddle-stitch and edge-painting units |
| Monthly capacity | 200,000 pieces |
| Entity | Founded 2014; principal has worked in bag development since 2004 |
The Administrative Failures
A large share of deductions come from documents rather than product, and these are the cheapest to eliminate.
| Failure | Root cause | Fix |
|---|---|---|
| ASN sent late or not at all | Generated after dispatch, or by a different team | Generate the ASN from the label data at packing |
| SSCC mismatch | Labels printed from one file, ASN from another | One data source for both |
| Carton count discrepancy | Count taken from the packing list rather than the pallet | Count physically at pallet build and record it |
| Invoice does not match the PO | Price or quantity differs from the agreed order | Reconcile against the PO before sending |
| Missing batch or date code | Label template not updated for the customer | Version-controlled label templates per customer |
None of these require capital. All of them require one person to own the data path from order to label to ASN.
Building a Weekly Scorecard of Your Own
A brand cannot improve a retailer's score without measuring the same things first. A simple weekly internal scorecard, built from the same data, identifies problems before the retailer does.
Working With the Production Partner
The factory controls production timing, packing quality and documentation accuracy; the brand controls the purchase order, the customer's manual and the delivery booking. Failures usually sit at the boundary between those responsibilities.
The workable arrangement is to share the retailer's actual requirements with the factory rather than a summary, to agree the packing and labelling specification in writing, and to review the scorecard monthly with the two or three metrics that are moving in the wrong direction. Factories respond to specific numbers far better than to a general instruction to improve compliance.
When a Deduction Arrives
Disputes are won on records. The evidence set for a typical deduction is small and should exist before the argument starts.
- The signed purchase order and any agreed amendment.
- The delivery booking confirmation with the window and the slot reference.
- The ASN as sent, with the timestamp.
- Photographs of the pallet and the carton labels at dispatch.
- The carrier's proof of delivery with the time recorded.
- The packing list and the physical count sheet.
Scorecards as a Commercial Signal
A vendor score is not only a compliance measure. Retailers use it to decide who gets promotional space, who is invited to range reviews and who is dropped when a category is trimmed. A brand with an excellent score has negotiating leverage that a brand with an average score does not, and the difference is built from administrative discipline rather than from product design.
Where the Programme Fits
QUANZHOU JUNYUAN BAGS works to the buyer's packaging and labelling specification, generates carton and pallet data from a single source so that labels and ship notices agree, and provides the dispatch photographs and count sheets that make a deduction disputable rather than absorbed.
Make the numbers visible before the retailer does
Send the customer's supplier manual and delivery terms. The programme team will map the requirements to a packing and dispatch process and a monthly review.
Frequently Asked Questions
What is OTIF?
On time in full — the percentage of orders delivered complete and within the agreed window. Both halves must be met: a complete but late shipment and an on-time but short shipment both count as failures.
What is a good OTIF score?
Ninety-five to ninety-eight percent is a common target for retail suppliers. Below ninety percent usually triggers a formal improvement process and can affect future ranging decisions.
What causes most chargebacks?
Administrative failures rather than product defects: late or mismatched advance ship notices, carton count discrepancies, label non-compliance and invoice errors. Most are preventable with a single owner for the data path from order to dispatch.
What is an ASN and why does it matter?
An advance ship notice sent before delivery, listing what is coming and referencing each carton by SSCC. If it is late or does not match the physical labels, the receipt is held and a deduction follows.
How do I dispute a chargeback?
With records: the purchase order, the delivery booking confirmation, the ASN as sent with a timestamp, dispatch photographs of the pallet and labels, and the carrier's proof of delivery. Without them the deduction is usually absorbed.
Can a factory affect my vendor score?
Yes. Production timing, packing accuracy and documentation come from the factory. Share the retailer's actual requirements rather than a summary, and review the failing metrics monthly with specific numbers.
What is fill rate?
Units shipped as a percentage of units ordered. It differs from OTIF because it measures completeness only, without the timing element.
How do I improve label compliance quickly?
Version-control the label template per customer, scan-test the first carton of every shipment, and never design a label from memory. Most label failures are template or placement errors rather than printing faults.
Should I build my own scorecard?
Yes. Measuring the same metrics weekly — on-time dispatch, completeness, ASN timing, label errors — identifies problems before the retailer does, and gives the factory specific numbers to work against.
Does a good scorecard help commercially?
It does. Retailers use vendor scores when allocating promotional space and range reviews. A strong score is negotiating leverage that is built from administrative discipline rather than product design.