
Semantic contract search in an advanced RAG system
Implementing an on-premises RAG platform that lets legal, IT, and back-office teams search contract content in natural language.
10-30 s
project outcome
~20
delivery indicator
On-prem
technology scope
Business Challenge
The organization needed to modernize a critical data environment while keeping daily operations stable and predictable. The project focused on semantic contract search in an advanced rag system.
Goldenore had to combine reliability, low operational risk, and delivery control across technologies such as Advanced RAG, Hybrid Search, BM25.
Solution Delivered
Goldenore designed and implemented a solution based on Advanced RAG, Hybrid Search, BM25, matching the architecture to the client's operational and security requirements.
Architecture and preparation
The target architecture, migration path, and operating model were planned around business continuity and data integrity.
Implementation and integration
Core platforms and data flows were configured, integrated, and tuned for the required performance profile.
Validation and rollout
The solution was verified against consistency, availability, and operational readiness criteria before final rollout.
Operational stabilization
Monitoring, support procedures, and handover activities helped stabilize the environment after deployment.
“Reducing contract analysis from long manual reading to precise answers with cited source fragments.”
Czołowy bank w Polsce
Key project outcome

Project Results
Improved continuity and availability
The new architecture reduced operational risk and helped keep critical systems available during and after the project.
Faster access to trusted data
Users and downstream systems gained more timely, consistent data for reporting, analytics, or operational work.
Stronger foundation for growth
The environment became easier to scale, maintain, and extend for future business and technology initiatives.
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