smart-entity-resolution

What problem does it solve?

This Skill solves the common pain of finding the correct person or organization record in messy databases filled with aliases, duplicates, common names, sparse data, and misleading search results, which leads to wasted time, duplicate entries, and incorrect data matches.

Core Features & Use Cases

• Staged Entity Investigation: Treats entity resolution as a multi-step process instead of a simple lookup, separating coverage, identity, and utility checks to avoid false positives.
• Query Expansion & Retrieval Repair: Automatically expands partial names, aliases, and grouping queries into full entity lists, and fills gaps in search results with targeted retrieval probes when initial lookups fail.
• Transparent Reranking & Alternate Exposure: Uses evidence-based LLM reranking to select the best candidate, and always surfaces top runner-ups with full context for easy human or agent override.
• Use Case: Perfect for CRM contact deduplication, conference speaker profile matching, celebrity reference image search, and organizational directory lookups where shared names and partial identifiers cause standard search to fail.

Quick Start

Use the smart-entity-resolution skill to match the list of conference speaker aliases to their full profiles in the event database, including alternate spellings and stage names.