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INDUSTRY FIELD GUIDE

Industrial pump performance data for AI curve matching

A flow value belongs to a curve with a particular speed and configuration.

By Fiund · Updated 2026-11-05

NAICS 333914 · Measuring, Dispensing, and Other Pumping Equipment Manufacturing

A flow value belongs to a curve with a particular speed and configuration. A pumping equipment shop can test whether an AI assistant checks those conditions before comparing head. DOE’s pump system guidance describes analysis of pumping performance and related tooling. The example here uses invented test results and a defined review task. DOE pump systems · DOE pumping system performance sourcebook

Put two fictional curves for the same pump family in a sample, with different speeds or impeller configurations. Record units, measured points, and the specimen’s authorized test setup. Include a reading that fits the wrong curve more closely. Ask the model to cite the relevant configuration, flag the mismatch, and decline to compare when head units are missing. A qualified reviewer should set the expected result.

Avoid proprietary performance maps, unpublished geometry, pump control settings, and recordings of energized or pressurized systems. This example supports test interpretation. Equipment selection and operation require qualified engineering review.

Describe the curve and test setup

Original Fiund exercise

Compare flow and head from the same configuration row

A fictional table uses arbitrary readings and nonoperational speed and fixture names.

Fictional records supplied to the evaluator
RecordSourceWhat it records
1RequestUnit P6, speed S2, fixture F1; retrieve the pair at test point T3.
2Row AP6/S2/F1/T3: flow 14, head 9.
3Row BP6/S3/F1/T3: flow 18, head 10.

Question for the model

Which pair should the reviewer use?

Show the reference answer and checks

Use 14 and 9 together from record 2. It satisfies all keys in record 1; record 3 uses a different speed. A larger flow or head is not automatically more relevant, and the toy pair does not support a real sizing conclusion.

  • Picking the higher pair from a different speed
  • Combining flow from one row with head from another

Fields to preserve

test_configuration
Defines speed and fixture together
point_id
Identifies the particular row
flow_head_pair
Preserves the joint observation

Test another case

Use a matched speed and point with a different fixture; require all configuration keys before matching.

No actual pump curve, speed values, equipment selection or operation advice.

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