Search relevance and product data

Native speakers rate how well your search results match real queries in each market, and write, translate and fill in the product data your catalog needs: titles, attributes and categories.

zapatillas de running para mujer

  1. Zapatillas de running para mujer, amortiguación

    Exact
  2. Zapatillas de running para hombre

    Irrelevant: wrong gender
  3. Mallas de running para mujer

    Related: not shoes
  4. Zapatillas de trail para mujer, impermeables

    Related: trail, not road

Example tasks for a Spanish storefront.

Search work
Result ratings, query intent labels and side-by-side ranker comparisons
Product work
Attributes, titles, descriptions and category mapping
Markets
Raters and writers from each country you sell in
Output
CSV, JSON or your catalog's import template

Relevance and product data

Search relevance rating means people judging how well each result answers a query, so you can measure your search engine and train its ranking. Product data enrichment means filling in and correcting the titles, attributes and categories behind each listing, so the right products show up for those queries.

Both depend on knowing the market. In Mexico, people search for running shoes as "tenis", not "zapatillas". A rater from Spain would mark the right results wrong.

Search and catalog work

For marketplaces, retailers and search teams launching in new markets.

  • Search result rating

    Each result rated against the query on your scale, by raters who search the way people in that market do.

  • Query intent labels

    Queries sorted by what the person wants: a product, a brand, a category, help or a store.

  • Side-by-side comparisons

    Two rankings for the same query compared, to see whether a new ranker beats the current one in each market.

  • Attribute extraction

    Size, color, material, fit and other attributes pulled from titles, descriptions and images into structured fields.

  • Titles and descriptions

    Product copy written or translated for each market, following the marketplace's title rules and your style guide.

  • Category mapping

    Products placed in the right node of your taxonomy, or mapped to a marketplace's own category tree.

Where local knowledge changes the answer

Each of these looks small. Across a catalog, they decide what shoppers find.

  • Words"Tenis" in Mexico, "zapatillas" in Spain. "Trainers" in the UK, "sneakers" in the US.
  • SizesEU, UK and US shoe and clothing sizes converted and labeled correctly.
  • UnitsCentimeters and inches, liters and fluid ounces, set to the market.
  • Colors and materialsNames shoppers actually search for, not literal translations.
  • Seasons and eventsBack to school, Diwali, Ramadan or Black Friday, each with its own timing and products.

How a relevance project runs

Raters calibrate on your guidelines before production, and agreement is tracked throughout.

  1. Guidelines

    Your rating scale or attribute schema, with examples. We add market-specific cases.

  2. Calibration

    Raters work the same sample, and we compare their decisions with each other's and yours.

  3. Agreement review

    We fix the guideline wording where raters split, then lock it with you.

    Your sign-off QA
  4. Production

    A share of items is rated twice, and a senior reviewer checks a sample of each batch.

  5. Delivery

    Ratings or enriched data in your format, with agreement figures and open questions.

Formats

Ratings
CSV or JSON with query, result, rating and comment, or in your rating tool
Catalog data
CSV, XLSX, JSON or your marketplace's import template
Taxonomies
Your own, or a marketplace's category tree
Markets
UK, US, EU countries, Latin America, the Middle East, India and East Asia, confirmed per project

Scope of search and catalog work to confirm with client

Questions about search and product data

Can you rate search results in our markets?

Yes. Raters from each market judge results against real queries on your scale, so ratings reflect the words, sizes and expectations of local shoppers.

Can you write and translate product attributes?

Yes. We extract attributes from titles, descriptions and images, fill in missing fields, and write or translate titles and descriptions for each market.

Which rating scale do you use?

Yours, if you have one. If not, we suggest a three or four-point scale with written definitions and examples for each level, and agree it with you during calibration.

Can you map products to a marketplace's categories?

Yes. We place each product in the right category in your taxonomy or in a marketplace's category tree, and flag products that don't fit any node cleanly.

How do you keep raters consistent?

Calibration on your guidelines before production, a share of items rated twice, and a senior reviewer checking a sample of each batch. You get the agreement figures with every delivery.

Start with a pilot batch

Send your guidelines and a sample of queries or products. We rate or enrich a pilot set and quote for the rest.

Phone hours
Weekdays 9:30 to 16:00, weekends 9:30 to 12:00, UK time

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