Enterprise RAG, Vector Search & Private Knowledge Bases
Transform messy corporate PDFs, databases, and tickets into private, hallucination-free AI search.
We build enterprise Retrieval-Augmented Generation (RAG) and semantic vector search engines that allow your employees or customers to query thousands of private corporate documents with sub-second latency and zero data leakage.
Instant, cited answers grounded entirely in your verified corporate truth.
Generic LLMs hallucinate answers, lack domain-specific enterprise context, and cannot access the internal documentation, legal contracts, and ERP data where your company’s real value lives.
Cognopex engineers institutional Retrieval-Augmented Generation (RAG) systems. We build robust ETL ingestion pipelines, chunk documents semantically, generate dense vector embeddings, and implement hybrid search (sparse BM25 + dense vector embeddings + reranking models) to guarantee cited, fact-accurate answers.
Measurable Client Outcomes
Production modules engineered to specification.
Every deliverable is backed by automated tests, comprehensive documentation, and production runbooks.
Hybrid Vector & Semantic Search Engines
Module 01Advanced search combining keyword frequency (BM25) and dense embeddings with cross-encoder re-ranking for pinpoint contextual retrieval.
Automated Document Ingestion Pipelines (ETL)
Module 02High-throughput document processors that ingest messy PDFs, Word docs, spreadsheets, and scanned contracts, preserving tables and figures.
Role-Based Access Control (RBAC) RAG
Module 03Enterprise permission filters ensuring an employee or client only retrieves data from files they are authorized to view.
Domain-Specific LLM Fine-Tuning & Evaluation
Module 04Custom fine-tuned open-source models trained on your domain taxonomy and evaluated with automated Ragas benchmark frameworks.
From architecture blueprint to production SLA.
No black boxes. You get live staging access, weekly sprint demos, and direct access to our core engineering team.
Data Ingestion & Extraction Architecture
We audit your corporate documents (PDFs, Notion, SQL databases) and build clean automated ETL parsers that preserve layout structure.
Vector Indexing & Hybrid Search Pipeline
We test embedding models on your specific vocabulary, build the vector index, and tune chunk sizes and cross-encoder rerankers.
Evaluation Benchmarking (Ragas Framework)
We run hundreds of test questions measuring Context Recall, Context Precision, and Faithfulness to mathematically eliminate hallucinations.
Production UI, RBAC Security & VPC Deploy
We deploy the search UI or API to your private cloud with full role-based security, citation links, and real-time query analytics.
Production-hardened frameworks & infrastructure.
We build on modern, open technologies with strong developer ecosystems and zero vendor lock-in.
Semantic Search Over 40,000+ Multi-Year Regulatory Filings and Contracts
The compliance team took 4 hours on average to manually locate precedent clauses across decades of contracts. Cognopex built a private, VPC-hosted hybrid RAG system with citation links that returns verified answers in under 2 seconds.
Flexible, transparent engagement structures.
Choose the model that best fits your project stage and delivery requirements.
Private RAG Proof of Concept (PoC)
Best for indexing a sample dataset (up to 2,000 documents) in 3 weeks.
Enterprise Knowledge Engine
Full production RAG system connected to your live corporate drives & databases.
Custom Model Fine-Tuning & RAG Pod
Domain-specific fine-tuning for proprietary jargon and strict compliance.
Pre-empting enterprise procurement questions.
Request a Scoping Call for Enterprise RAG, Vector Search & Private Knowledge Bases
Speak directly with an engineering leader. We sign an NDA, assess your technical requirements, and deliver a detailed architecture roadmap within 48 hours.
Explore Other Practice Areas
Custom Software & Enterprise Platforms
From high-concurrency SaaS applications to government-grade management portals, Cognopex engineers robust, secure, and maintainable software systems with complete source code ownership from day one.
Autonomous AI Agents & Intelligent Automation
We build autonomous AI agents that read documents, extract structured business insights, interact with APIs, and orchestrate complex multi-step operational workflows without human bottlenecks.
Cloud Architecture, DevOps & High-Availability
We architect, modernize, and automate cloud infrastructure on AWS, Azure, and GCP. From Kubernetes container orchestration to automated Terraform infrastructure-as-code, we ensure your systems withstand peak traffic with 99.99% uptime.