INDUSTRY FIELD GUIDE
Surface-active agent data for AI active-content review
Surface-active agent manufacturing is a defined Census category.
NAICS 325613 · Surface Active Agent Manufacturing
Surface-active agent manufacturing is a defined Census category. A contributor can make an original report-reading task precise by keeping active content, total material and the declared measurement basis separate. Census surface-active agent scope
Prepare fictional product cards, a sample certificate and a customer request. Supply explicit exercise definitions for active content and as-supplied quantity. Give one comparison all required inputs and omit an input in another. Ask the assistant to show only supported calculations. Include a result labeled total solids, which the key should not substitute for the separately requested property without an equivalence rule.
Annotate property, basis, unit, sample, calculation rule and source location. Hold out a new table arrangement for evaluation. Score wrong-property substitution, invented inputs and unsupported basis conversion independently. A correct answer should explain the missing evidence specifically and recognize the complete calculation case.
Use original tables and invented values, with no material preparation. Actual ingredient recipes, customer performance specifications and outside laboratory reports need source-specific authority. A licensing brief should identify the evidence-and-calculation task and qualified reviewer process. The buyer's accepted specification should determine the property range and record depth worth preparing for a larger package.
Discuss this original manufacturing sample with Fiund
Original Fiund exercise
Concentration and delivered amount answer different questions
Fictional pails contain paper counters. Numbers illustrate basic mass accounting and are not product guidance.
| Record | Source | What it records |
|---|---|---|
| 1 | Pail A record | 10 kg of mock product at 40% active by mass. |
| 2 | Pail B record | 8 kg of mock product at 50% active by mass. |
| 3 | Request | Compare represented active mass, ignoring packaging. |
Question for the model
Which record represents more active mass?
Show the reference answer and checks
Neither: A gives 4 kg (10 × 0.40) and B gives 4 kg (8 × 0.50). Records 1 and 2 differ in concentration and product mass but match on active mass under record 3. Keep the three quantities separate.
- Ranking concentration as though it were delivered active mass
- Multiplying a percentage by package gross mass
Fields to preserve
- net_product_mass
- Excludes packaging from the denominator
- active_mass_fraction
- Defines the stated concentration
- active_mass
- Stores the computed comparable amount
Test another case
Give a pail with a gross weight and no tare; refuse to calculate active mass until net weight is known.
No surfactant names, formula recommendations, mixing instructions or customer specifications.
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.