A flammability report is only as good as the fabric it describes. If the swatch the lab burned came from a strike-off, an early roll or a lot that was later re-dyed, the report says little about the goods on the truck. When CPSC or a retailer asks for proof, legal teams need to show the sample came from the production that shipped. AI vision records each sample cut, ties it to the ERP lot and the lab report, and holds any shipment whose evidence does not match. See the full chain on real roll goods in a sample traceability demo.
Prove the Burn-Test Swatch Came From the Lot You Shipped
iFactory Sample-Cut Vision Capture photographs every flammability sample at the cutting bench with its roll, lot, position, time and operator. The Shipped-Lot Compliance Link then checks each ASN against that record and the lab report, and holds the shipment when they disagree.
Which Products a Federal Flammability Rule Actually Covers
The Flammable Fabrics Act is enforced through product-specific standards in 16 CFR, and each one has its own scope. Clothing, children's sleepwear, carpets and rugs, mattresses and upholstered furniture are covered. Many other home textiles are not. Before building any sample program, confirm which rule, if any, applies to each line. Map your product lines to these parts with our compliance support team.
No CPSC flammability standard currently applies to sheets, blankets, comforters, pillows, towels or curtains. Retailer specifications, voluntary standards and state laws may still ask for tests, so treat those as contract or state duties, not federal ones.
Four Ways a Passing Report Ends Up Describing the Wrong Fabric
Most gaps are not fraud. They come from normal mill habits: testing early to save time, reusing a report across lots, or finishing a lot again after the test. Each one leaves a valid-looking report that no longer matches the goods. Walk through your own sampling habits in a sample program review.
What the Camera Records at the Cutting Bench
An overhead camera watches the sample bench. When the operator scans the roll and cuts, the system saves a photo of the cut with the roll tag in frame and attaches the facts a reviewer would ask for later. Nothing is typed from memory. Our support team can show where it meets your current lab request form.
Answer a Records Request in Minutes, Not Days
When counsel asks which sample supports a shipment, the answer comes back with the photo, the roll, the report and the ASN in one place. No digging through lab folders.
Vision Documents the Cut. The Lab Proves the Result.
The camera never tests flammability. It records where and when a sample was cut and links it to the lot. Whether the fabric passes is decided by the test, run to the CFR method by the lab you use. For children's products, that means a CPSC-accepted third-party lab. The workflow joins the two records so neither stands alone. Review the hand-off with our vision engineers.
- Burn, measure or grade any specimen
- Judge whether a fabric is Class 1 under Part 1610
- Know whether a finish changed the burn behaviour
- Replace the lab report or the certificate
- Prove which roll and lot the sample came from
- Time-stamp the cut against the production unit
- Match the lab report's sample ID to the cut record
- Hold any ASN whose lot has no valid match
Five Links From Swatch to Shipment
Each link is a record that already exists somewhere in the plant. The gap is that nobody joins them until an inquiry arrives. iFactory joins them as the goods move, so the chain is complete before the truck leaves. Connect your ERP and lab data with our integration team.
Five Mismatches That Hold a Shipment
Each flag is a rule your legal and quality teams agree before go-live. A flag holds the ASN, names the gap and sends it to the person who can close it. Some need a new sample. Others need only a corrected record. Agree your flag rules in a rules session.
Worked Example: How Many Samples a Sleepwear Order Needs
Children's sleepwear is where the CFR is most specific about sampling. Under normal sampling a fabric production unit can be up to 5,000 linear yards and is tested with one sample from each end. A garment production unit can be up to 500 dozen garments. The order sizes below are assumed, and the unit limits come from CPSC's sleepwear test manual. Check your own plan with our support team.
Garment units use 3 samples each under normal sampling, so 2 units need 6. After a rejected fabric unit, tightened sampling adds a third sample from a middle piece of each unit, and the expected count rises with it.
How Long Each Rule Says to Keep the Evidence
Retention differs by part, and the clock does not always start on the test date. The system keeps each cut record, photo and report for the longest period that applies to the product line, plus any margin your counsel adds. Set retention per line in a records planning call.
Three Shipments the Link Would Have Stopped
These are illustrations, not customer case studies. They show how a flag appears and what closes it. Send us a past shipment's records and our support team will show where the chain holds or breaks.
Bench Cameras, Lot Links and an Edge Server, Delivered Together
iFactory ships the sample evidence system as a turnkey bundle. A camera goes over each sample bench, and a pre-configured NVIDIA AI server ships racked and ready with the capture and matching models preloaded, so cut photos never leave the plant. You rack it, plug in power and Ethernet, and the AI is live. Scope your benches and docks in a bench and dock planning call.
- Pre-configured NVIDIA AI edge server, racked and ready
- Overhead cameras for sample cutting benches
- Roll tag and barcode reading at the bench
- Link to ERP lots, production units and ASNs
- Lab report intake matched by sample ID
- Ship hold signal to the dock and WMS
- Evidence store with retention set per CFR part
Each line mapped to its CFR part, cameras and server installed, ERP lots linked.
Every cut recorded and matched while legal reviews flags without holding goods.
ASN holds switched on, bench operators trained, retention rules active.
Flammability Evidence AI for US Textile Legal Teams
Legal teams need a chain they can defend, not another folder of PDFs. iFactory builds that chain from the bench to the dock as part of normal work. Ask our support team for a pilot outline.
What Textile Legal Teams Ask About Flammability Sample Audits
Every Shipment Backed by a Sample You Can Show
Record each flammability sample at the bench, tie it to the lot and the lab report, and hold any shipment that does not match. Shipped turnkey and running within 6 to 12 weeks.
