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 — "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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