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INDUSTRY FIELD GUIDE

Clay sample preparation records for AI evaluation

Two results may describe the same source material at different preparation stages.

By Fiund · Updated 2026-11-05

NAICS 212323 · Kaolin, Clay, and Ceramic and Refractory Minerals Mining

Two results may describe the same source material at different preparation stages. USGS publishes clay commodity references and geochemical data-quality guidance. A synthetic exercise can test whether a model notices that a result applies to the prepared portion, with no preparation instructions included. USGS clays commodity summary · USGS geochemical data quality primer

Create dummy records for an original lot and two prepared specimens. Give one result an explicit preparation status and omit it from the other. Ask which results can be compared, what information is missing, and which label traces to the original lot. Include a test for a different specimen with a similar date.

Do not include recipes, source and grade information, equipment details, customer requirements, or real testing records. Use invented values and independently written labels.

Describe a material lineage exercise

Original Fiund exercise

Trace a prepared portion back to the original clay lot

A paper-only clay inventory separates the parent lot from two prepared specimens. Preparation names are abstract labels; the packet contains no processing recipe or operational instruction.

Fictional records supplied to the evaluator
RecordSourceWhat it records
CL1Invented portion ledgerParent LOT-F has prepared specimen F-A at stage P and specimen F-B with stage unrecorded.
CL2Invented reportMeasurement M=18 arbitrary units applies to F-A at stage P.
CL3Separate reportMeasurement M=21 arbitrary units applies to G-A, also dated June 4; no link from G-A to LOT-F is recorded.

Question for the model

Which result can be associated with LOT-F, and can either report supply the missing preparation stage or value for F-B?

Show the reference answer and checks

CL1 and CL2 establish the path LOT-F → F-A → stage P → M=18. That result describes the prepared F-A portion rather than every portion of LOT-F. CL3 describes G-A; its matching date does not create a parent relationship. Neither report supplies F-B's preparation stage or its measurement. Both remain unresolved.

  • Assigning F-A's result to F-B because the portions share a parent lot.
  • Attaching G-A to LOT-F using the report date alone.

Fields to preserve

Parent-to-portion relation
Allows a reviewer to follow the specific material lineage.
Preparation-stage status
Shows whether a stage is stated, missing or merely assumed.
Reported specimen identifier
Makes a date-only match insufficient.
Measurement scope
Keeps a portion result from being described as a whole-lot property.

Test another case

Supply a signed correction linking F-B to stage Q but leave its measurement absent. The correct answer should resolve the stage alone, without borrowing stage P's result.

Create labels and quantities independently. Exclude real grades, recipes, laboratory reports, equipment details and customer material requirements.

Download this fictional example and answer key (JSON)

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.

Primary sources and further reading