Knowra
Evidence-First Intelligence

Redefine document intelligence.

Traceable Knowledge — is a RAG platform of Grounded answers that delivers the power of AI with Exact Citations

JARVIS HYBRID RAG ENGINE v2.4
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HYBRID RERANKING

Bold strategies
that shape grounded answers.

Vector similarity in pgvector combined with keyword relevance, reranked with cross-encoders before reaching the model.

pgvector 3072DBM25 Hybrid
ACCURACY METRICS
100%

Verified Passage Citations

Every output quote carries direct links to document name, page number, and verbatim excerpt.

Hallucination Rate:0.00%
LIVE CITATION GRAPH

Traceable Evidence Explorer

Vector Rerank Verbatim Quotes
JARVIS RAG TELEMETRY
Source Documents3 nodes
Vector Passages (3072D)3 nodes
Reranked Evidence2 nodes
Grounded Output1 nodes
SELECTED INSPECTOR NODE:Q3_Financial_Audit.pdf

"Fiscal performance and risk analysis metrics for Q3 2026."

01HYBRID SEARCH

Hybrid Vector + BM25 Reranking

Dense vector embeddings in pgvector coupled with keyword relevance, reranked with cross-encoder precision before LLM generation.

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02100% TRACEABLE

Exact Passage Citation Graph

Every claim carries direct evidence links to document, page, section, and verbatim excerpts so nothing is assumed.

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03STRICT ACCURACY

Honest Uncertainty Scoring

Retrieval scores, citation coverage and overlap are calculated algorithmically to detect missing context automatically.

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04CONFLICT RESOLUTION

Multi-Document Conflict Awareness

When documents present conflicting statements, both sources are surfaced transparently alongside source lineage.

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RAG ARCHITECTURE

5-Step Grounded Pipeline

INSTANT INDEXING
01

Upload

PDF, TXT, MD, DOCX

02

Chunk & Context

Page & section tags

03

Embed & Index

3072D Vector Store

04

Retrieve & Rerank

Hybrid Cross-Encoder

05

Cite & Verify

Verbatim Passages