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INDUSTRY FIELD GUIDE

Residential lighting data for AI fixture configuration

ENERGY STAR publishes a product finder for products within its programs.

By Fiund · Updated 2026-11-05

NAICS 335131 · Residential Electric Lighting Fixture Manufacturing

ENERGY STAR publishes a product finder for products within its programs. A lighting manufacturer can define an original task that keeps a finished fixture's exact configuration attached to its product record. ENERGY STAR product-finder context

Create fictional fixture variants, emitter and driver references, and completed-unit records. Give two fixtures the same decorative housing but different internal combinations. Ask the assistant which product record concerns the selected build. Include a component-only value and a proposed driver substitution with no installation entry. The key should preserve configuration, source scope and execution status.

Annotate fixture, emitter, driver, build revision and source record. Hold out a new housing style for evaluation. Score matching by appearance alone, a component statement extended to the whole fixture and use of an unexecuted substitution independently. A complete case should support the exact combination from its documented components.

Use original designs and invented references. Customer artwork, certification marks, licensed designs and supplier reports need appropriate authority and review. A licensing brief should identify the configuration-evidence task and checked examples. Establish the buyer's required relationships before preparing commercial histories or commissioning more authorized capture.

Discuss this original manufacturing sample with Fiund

Original Fiund exercise

A completed build has the correct emitter but a different driver

Fictional lamp cards describe two paper components, with no electrical or installation detail.

Fictional records supplied to the evaluator
RecordSourceWhat it records
1Configuration tableFixture H5 kit Q uses emitter E2 and driver D4.
2Build manifestH5/Q serial S1 contains E2 and D5.
3Source noteD5 appears in another kit but no substitution record covers Q.

Question for the model

Which component matches and which needs review?

Show the reference answer and checks

E2 agrees with the specified kit in records 1 and 2. D5 is documented in the build where D4 is expected, and record 3 provides no applicable substitution. The mismatch belongs to the driver slot; the exercise does not establish physical compatibility.

  • Checking the emitter and accepting the whole kit
  • Borrowing a substitution from another kit

Fields to preserve

kit_variant
Selects expected configuration
emitter_id
Checks the first component
driver_id
Checks the second component separately

Test another case

Add a substitution approved only after a given serial threshold and verify S1's actual place in the sequence.

No electrical specifications, fixture installation, suitability or code guidance.

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