Faire
AI / ML EngineerFoundationalAug 6, 2026

Repair exact-brand search query understanding

Search quality often breaks first at the boundary between messy language and precise intent.

Broad matching can help discovery, while known-item searches tend to depend on exactness.

I know the brand I want—I just need the search box to stop guessing.

Manuela Teixeira · Owner, Neighborhood Gift Shop

An independent retailer who returns to source specific suppliers for seasonal replenishment.

What pulls against what

  • exact intent vs. broad matching
  • recall recovery vs. latency
  • fast containment vs. root-cause repair

What is at stake

Known-brand buyers are failing before they can evaluate a catalog. A quick model correction can recover high-intent sourcing sessions

Why Faire

In a wholesale marketplace, known-brand sourcing often depends on retailers being able to act on intent quickly.

Written for

Search ML engineerApplied ML generalistRelevance engineer

This is the setup. The work is inside.

Running it puts you in the room: the full situation and its constraints, stakeholders who push back in their own words, and the decisions that are yours to make. What you produce becomes a Day One Plan — work you can show someone instead of describing.