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Disvania

Enterprise AI Products

Document intelligence that actually works.

Disvania builds enterprise AI products for legal intelligence and knowledge retrieval, shaped by deep experience in search, ranking, and retrieval at scale.

Legal intelligence Knowledge retrieval Production-grade RAG
disvania · retrieval

Ingest

Legal, medical, policy, and case materials enter structured pipelines.

Index

Metadata, embeddings, and keyword indexes support precise retrieval.

Grounded response

The system assembles evidence, cites sources, and keeps users connected to the underlying material.

2

Focused enterprise products

2M+

Candidate profiles indexed in prior systems

100%

Answers traceable to source documents

Enterprise

Deployment posture from day one

Products

Focused products. Serious retrieval systems.

Disvania makes products for document intelligence with the retrieval, ranking, and evaluation discipline that real production systems demand.

Disvania Legal

Legal & Case Intelligence

Conversational search across legal, medical, and case documents with citation-aware, source-grounded answers.

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Disvania Knowledge

Enterprise Knowledge Retrieval

Natural-language access to internal documents, policies, and institutional knowledge with permission-aware search.

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Experience

Large-Scale Search & Ranking

Experience operating semantic search and ranking over millions of candidate profiles, carried forward into Disvania's retrieval architecture.

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How it works

From raw documents to grounded answers

Every Disvania product shares the same production-grade pipeline: ingest, structure, index, retrieve, and reason — with full source traceability.

01

Ingest

Documents flow in from repositories, archives, mailboxes, and shared systems.

02

Structure

Formats are normalized, metadata extracted, and context preserved automatically.

03

Index

Dense and sparse representations are built for fast retrieval at any scale.

04

Retrieve & reason

Grounded context is assembled and answers are generated with source citations.

Architecture

Built for production from day one

The shared platform handles document complexity, retrieval quality, operational reliability, and enterprise integration so each product can focus on its domain.

Reference architecture

Production AI architecture 01 Ingest 02 Parse 03 Embed 04 Index QUERY TIME RETRIEVE Hybrid search REASON Grounded LLM CITE Source mapping

Why Disvania

What teams get with Disvania

The difference is not just the model. It is the retrieval quality, source traceability, and production discipline around it.

Grounded answers

Every response points back to the source documents behind it, so users stay connected to evidence.

Domain fit

Each product is tuned to the workflow, language, and failure modes of its domain.

Production discipline

Permissions, monitoring, evaluation, and scale are built in from the start — not bolted on later.

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See what Disvania products can do

Explore the product suite and how each product handles the specific challenges of its domain.