Skip to content
Grounded product enrichment

Create better product content from facts you can verify.

Prepare titles, bullets, descriptions, attributes, and image metadata from approved sources—without inventing specifications.

product enrichmentIllustrative
01

Approved facts

7
02

Generated fields

4
03

Unverified claims

0
THE OPERATIONAL PROBLEM

Generic generation creates polished copy, but catalog teams still need to prove every technical claim.

A focused workflow

Move from scattered inputs to approved output.

01

Gather approved evidence

Use product records, specification sheets, and authorized image metadata as the factual boundary.

02

Generate within rules

Apply brand voice, channel limits, taxonomy, terminology, and claim restrictions to each output.

03

Review every factual change

Inspect the value, confidence, evidence, and approval history before delivery.

What the workflow surfaces

Give catalog teams specific work, not another opaque score.

Each engagement defines the source model, expected attributes, validation rules, and output before processing begins.

  • Product titles
  • Benefit bullets
  • Descriptions
  • Alt text
  • Structured attributes
  • Source-linked claims
APPROVED FACTS

24 W · 2,200 lm · 3000 K · matte black · wall mounted

CHANNEL TITLE

Aster LumaLine 24 W LED Wall Fixture, 3000 K, Matte Black

4 factual claims · 3 source references
A practical first step

See the issue in your own product sample.

Start with a representative category and a qualified, secure intake process—no system migration required.

Enrich a sample