Built on Graphon
Every defect, traced to its evidence
The photograph off the line, the moment in the footage and the clause in the regulation live in three different systems. Ask once, and all three come back together, each one cited.
Built on Graphon
The photograph off the line, the moment in the footage and the clause in the regulation live in three different systems. Ask once, and all three come back together, each one cited.
271
files in one index
148
photographs
23 min
across 10 production videos
113
specs, recalls, regulations
How it answers
A quality question is rarely about one thing. It needs the picture, the moment and the rule at the same time, and those have never lived in the same place.
Inspection images carry no caption and no alt text. An answer describes the crease in the can because the model read the picture, not a label somebody typed.
Footage comes back as a span, not a file. A citation is a clip that starts at the second the capper engages, so the claim and the frame arrive together.
Recall reports, product specifications and four parts of 21 CFR sit in the same index, so the rule behind a verdict is one hop away rather than one department away.
What the model actually sees
Raw end-of-line photographs, straight off the bench. When an answer says the seal is broken near the shoulder of the jar, it is because it looked at the jar.
The corpus
Nothing here is synthetic. It is public data, organised the way a plant would hold it.
Line Inspection
Photographs from end-of-line inspection. Each carries its verdict and defect class.
Line Footage
Production line footage across filling, capping, sealing, packing and container supply.
Product Labels
Front-of-pack photographs for the finished goods on the line.
Product Specifications
Ingredient, allergen and nutrition sheets for each product.
Recall History
FDA enforcement reports covering container integrity, foreign material, allergens and underprocessing.
Regulations
21 CFR parts 113, 117, 120 and 129 in full.
Food Safety Plans
HACCP principles, the plan manual and worked plan templates.
Try it
The first three cite more than one kind of evidence. The last three are narrower, and say so.
What is our foreign material exposure, and which line stages create it?
A photograph, a clip and two recalls in one answer.
Summarise every defect class we are seeing across containers, with examples.
The widest sweep of the photographs.
Which of our products declare an allergen that has caused recalls elsewhere, and what does the law require of us?
Pack labels read against enforcement history.
Which failures would a retailer reject on looks alone, and which are a safety problem?
Every failed container, sorted by what it costs you.
Walk me through the capping stage on the line, and tell me what the rule says about checking it.
Timestamped footage, three clips deep.
If we were writing a HACCP plan for this line, where are the critical control points?
A deep pass across every regulation we hold.
Public data throughout. Inspection photographs from PKU-GoodsAD, pack labels and specifications from Open Food Facts, production footage from Wikimedia Commons, recall history from openFDA, regulations from the eCFR, and HACCP guidance from the FDA. Hero photograph by Seth Taylor, CC BY-SA 4.0.