A report, image similarity or keyword match may justify attention. It does not, on its own, establish that a listing is unsafe, recalled or even the same product. A responsible workflow keeps that distinction visible from intake to resolution.

Start by naming the input correctly

Terms such as signal, lead or potential match preserve the provisional nature of the observation. Language such as finding or breach should not be produced merely because a score crosses a threshold.

The queue is the decision-support product

Automation can reduce the reviewer’s search space by grouping duplicates, comparing identifiers, extracting product details or prioritising records. Its operational purpose is to place the right evidence in front of the right person at the right time.

A controlled route

  1. Signal: capture what was observed and where.
  2. Acquire: retain supporting page, product, seller and recall information.
  3. Compare: assess identifiers, images, descriptions and relevant context.
  4. Review: assign an authorised human who can inspect conflicts and uncertainty.
  5. Record: capture rationale, action, correspondence and outcome.
A priority score is not a safety score.It can express which record should be reviewed first. It should not manufacture confidence about the underlying product.

Design for disagreement

Two sources may conflict, an image may represent several variants and translated text may lose an important distinction. A good review interface shows those conflicts and allows the reviewer to explain why a record was advanced, rejected or left unresolved.

What this means for a project

IRELCO can design intake, evidence, triage and review workflows that preserve the difference between discovery and determination. The organisation commissioning the work remains responsible for defining who is authorised to make consequential decisions.