RAG / LLM / ENTERPRISE AI
Vault
Suits
Knowledge-heavy enterprises
Focus
AI · SAAS
Challenge
Decades of documentation exist, and nobody can find anything in it. Search returns documents; people need answers they can verify.
Solution
Retrieval built for trust rather than demo: structure-aware chunking, hybrid dense and keyword search, reranking, and citations on every claim so an answer can be checked in one click.
Technologies
Next.jsPythonVector DBAnthropicAWSDocker
What it moves
Time to find a grounded answer
Proportion of answers traceable to a source
Correct refusals when the corpus has no answer
Permission enforcement at query time
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