Solution area

Legal AI & Document Intelligence

Legal teams are exploring AI for review, research and drafting, where confidentiality, privilege and accuracy are non-negotiable. AI assistance has to be traceable to sources and subject to professional judgment.

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The challenge

What makes AI risk different here

Confidential and privileged material

Documents processed by AI must remain protected throughout the workflow.

Verifiability

Outputs need clear links to the source passages they rely on.

Professional accountability

Responsibility stays with the professional, so review and approval must be built in.

Our approach

How QNE Labs approaches it

Design source-grounded assistance that reviewers can verify
Embed approval steps and record who accepted each result
Apply runtime security controls to document-processing workflows

This is a solution area QNE Labs is designing for. It describes our focus and approach, not existing customer deployments.

Research & Prototype Development

MedSynapse / Legal AI

Intelligent Legal Workflow Assistance

AI assistance for reviewing, organizing and working through legal documents and workflows, with traceability.

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Working Prototype — Validation in Progress

Kavrent / ARIA

AI Runtime Security & Governance

Designed to detect suspicious AI interactions, evaluate security policies, support enforcement and preserve auditable security evidence.