Halley's AI Guide · Case Studies

AI-powered search for AGTA's member directory.

The American Gem Trade Association maintains a deep member directory for gemstone and jewelry professionals, but its legacy keyword search was rigid. Halley AI introduced fuzzy search that understands misspellings, synonyms, and industry jargon, surfacing the right contacts in seconds.

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At a glance Association
Fuzzy matchingMisspellings, typos, naming variations.
Semantic understandingInterprets queries by meaning, not literally.
Synonyms & indexingIndustry thesaurus built in.
Overview

Building a directory people actually use.

2-minute read

The American Gem Trade Association (AGTA) maintains a comprehensive member directory for gemstone and jewelry professionals. Its legacy keyword search was rigid: users struggled to find suppliers without knowing exact names. Halley AI introduced AI-powered fuzzy search that understands misspellings, synonyms, and industry jargon, surfacing the right contacts in seconds and keeping members coming back.

The Challenge

User friction in a complex directory

The directory held thousands of entries: gemstone dealers, jewelry designers, service providers. Its depth was a strength, but the rigid search created friction:

  • Inflexible search: users needed exact matches, so "Smith Gems" wouldn't surface "Smith & Co. Gemstones."
  • Ambiguous terminology: "lab sapphire" missed suppliers listed under "laboratory-created sapphire."
  • Data overload: a vast set across gem types, locations, and services overwhelmed users with irrelevant results.

The Solution

AI-powered search with fuzzy logic

We implemented an AI-powered search using fuzzy logic and NLP for a Google-like experience inside AGTA's directory.

  • Fuzzy matching: handles misspellings and naming variations. "Emeralds NYC" returns "Emerald Suppliers in New York City"; "J&J Jewelers" matches "JJ Jewelers."
  • Semantic understanding: "blue gemstone supplier Texas" returns members specializing in sapphires or topaz in Texas.
  • Intelligent indexing & synonyms: a thesaurus maps "Paraiba" → "tourmaline" and "lab-grown" → "synthetic."

Delivery required close collaboration with AGTA's team: seamless integration with the member database and data standardization (e.g., "TX" vs. "Texas"), with user experience as the guiding principle.

The Results

Transformed experience and operational efficiency

  • Seamless experience: natural-language queries like "reliable emerald source" deliver precise results instantly.
  • Faster discovery: finding a supplier takes seconds, not minutes, increasing usage and member visibility.
  • Less frustration: the "no results found" dead end is nearly eliminated, improving trust.
  • Operational gains: AGTA staff spend far less time assisting members with manual lookups.

Make your directory effortless to search.

See AI-powered fuzzy search on your own member data.

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