INDUSTRY FIELD GUIDE
Flour milling data for AI certificate and test-basis checks
Flour reports can contain similar-looking percentages with different meanings.
NAICS 311211 · Flour Milling
Flour reports can contain similar-looking percentages with different meanings. USDA's cereal-grain flour description lists protein, ash and moisture alongside reporting methods and product requirements. A milling dataset can test whether an AI assistant keeps the property, unit and stated basis attached to the right result. USDA flour description
Prepare an original certificate, a mock customer specification and a blend sheet for two lots. Give one certificate a clear basis and leave it absent on the other. Ask the model to populate a comparison table and identify the evidence still needed before declaring a match. Include a second certificate issued after correction, with only the ash field changed. The reviewer key should retain both versions and identify the effective one.
The valuable labels are field-level evidence, version selection and justified uncertainty. Hold out entire certificate layouts during evaluation. A percentage extracted accurately from the wrong lot or superseded page should fail the relevant check. If a conversion is included, supply its formula and source inputs rather than asking the model to invent a laboratory convention.
Start with fictional flour lots and openly defined exercise specifications. A real mill's customer tolerances, laboratory terms and blend recipes may have different owners. Obtain those permissions separately and describe a dataset as a document-review sample until an interested buyer agrees on the required material and evaluation criteria.
Discuss this original manufacturing sample with Fiund
Original Fiund exercise
A certificate correction can replace ash while retaining protein and moisture fields
Two original flour-style lot cards use invented values and named bases. There is no actual flour, lab certificate, customer tolerance, blend recipe or product recommendation.
| Record | Source | What it records |
|---|---|---|
| FMTB1 | Lot A certificate v1 | Basis B1: protein 10 practice percent, ash 0.5 percent, moisture 12 percent. Distinct named properties. |
| FMTB2 | A correction v2 | Explicitly replaces only ash with 0.6 percent on B1, same lot. Protein and moisture unchanged. |
| FMTB3 | Lot B and request | B reports protein 10 percent, basis blank. Original request compares A and B protein on B1 and asks for A's current ash. No conversion provided. |
Question for the model
Which A fields are current, and do equal protein percentages establish a B1 match for lot B?
Show the reference answer and checks
FMTB2 sets A's ash at 0.6 percent on B1 while FMTB1 retains its 10-percent protein and 12-percent moisture. FMTB3 supplies a B protein numeral but no basis, so equal tens do not establish B1 comparability. Preserve property, lot and correction scope rather than replace all A fields or invent a conversion. Report the A values and B's missing basis without determining actual specification acceptance or product quality.
- Replacing every certificate field when an amendment changes ash only.
- Comparing equal percentages from different or unknown reporting bases.
Fields to preserve
- Lot, property and unit
- Defines each result.
- Reporting basis and correction scope
- Supports current values.
- Comparison requirement and missing input
- Limits the answer.
Test another case
Rearrange certificate columns and supply B's confirmed B1 basis. Require the protein comparison to resolve while A's ash correction remains independent.
Use original fictional data and openly stated rules. Exclude actual customer specifications and certificates; staff retain release decisions.
Discuss a contribution
Describe the sources you control, the task they could support and what has already been checked. Use the existing-data assessment for an archive or the collection brief for a new recording project. The contributor agreement defines Fiund’s licensing authority and compensation. A guide or fictional exercise does not establish an accepted collection or a sale.