AI Retrieval and Context Engineering 

Ensure lawyers and AI produce work grounded in trusted, firm-approved knowledge.   

Replace fragmented keyword search with a governed retrieval layer built in Azure AI Search, Deep Judge, or iManage Insight+, aligned to live matters and enforcing security and ethical walls.

•  Treat search as core infrastructure for AI legal work by embedding knowledge access directly into workflows, integrations, and AI systems rather than a separate tool. 
•  Build a firm-owned retrieval and context layer that connects knowledge systems and controls how documents and matter data are accessed and used.  
•  Apply matter context, metadata and semantic retrieval to prioritize results relevant to the active matter. 
•  Enforce security controls, ethical walls, and client-specific access rules through permission-aware filtering and access controls.
•  Reduce manual work and increase confidence in AI outputs with consistent results.
•  Maximize existing investments at scale by integrating knowledge platforms within the firm’s Azure environment and improving how data is accessed and utilized.