Portfolio / AI KNOWLEDGE PRODUCT
TAZKIA AI
Knowledge at scale. Answers with sources.
A production AI assistant connecting a 44,000+ document collection to citation-backed answers.
The problem
A large document collection needs precise retrieval, context, and traceable answers.
The solution
Query rewriting, hybrid ANN and BM25 retrieval, reranking, and grounded generation connect questions to supporting sources.
Human controls
Source citations keep responses inspectable. Important answers require verification against the original material.
The outcome
A deployed knowledge product that makes a substantial document collection accessible through natural-language questions.
SYSTEM FLOW
How the pieces work together.
The core capabilities and review points, in order.
- 01Question
- 02Query rewriting
- 03Hybrid retrieval
- 04Reranking
- 05Answer + citations
Building blocks
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Product visuals on this page are identity illustrations, not product screenshots.
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