Real ChatGPT answer · index seedlsQ3QR7gDNAcompleteB2B software · AI and automation toolscomparison

Can you give me tips on optimizing vector search accuracy for a genealogy database I am organizing using modern AI software

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you give me tips on optimizing vector search accuracy for a genealogy database I am organizing using modern AI software
1 real search · 1 real-search pass
vector search hybrid retrieval reranking evaluation embeddings metadata filtering official documentation pgvector Qdrant Elasticsearch genealogy entity resolutionGoogle ↗
OBSERVEDOther / navigational

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

ChatGPT real searches (1)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
vector search hybrid retrieval reranking evaluation embeddings metadata filtering official documentation pgvector Qdrant Elasticsearch genealogy entity resolution Google ↗
  1. Hybrid Search with Reranking · qdrant.tech
  2. Hybrid Queries · qdrant.tech
  3. Hybrid Search in Qdrant · qdrant.tech
  4. How to Perform Hybrid Search - MongoDB Vector Search · mongodb.com
  5. Official website · qdrant.tech
  6. Documentation · qdrant.tech
  7. pgvector project · github.com
  8. Official website · elastic.co
  9. Hybrid search documentation · elastic.co
  10. Official website · neo4j.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
vector search hybrid retrieval reranking evaluation embeddings metadata filtering official documentation pgvector Qdrant Elasticsearch genealogy entity resolution
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1