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How Your Data Stays Private

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Document Ingestion

Internal files uploaded

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Chunk & Embed

Converted to vectors

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Vector Database

High-speed storage

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Semantic Search

Relevant context retrieved

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LLM Inference

Accurate response generated

The platform ingests your company's internal files, chunks and embeds them into vectors, and stores them in a high-speed database for semantic search. When a user asks a question, the system retrieves the most relevant passages, passes them to the LLM, and generates an accurate, context-aware response. This architecture keeps all processing fully inside corporate boundaries, ensuring compliance and data privacy while delivering fast, natural-language access to business knowledge.

Taking Your AI & Data Private

Cognetryx delivers secure, customized AI solutions that let companies harness AI without sending sensitive data to the cloud.

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Natural Language Document Search

Query internal documents using conversational languageโ€”no SQL or complex search syntax required. Ask questions the way you naturally think about your data.

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RAG-Powered Accuracy

Retrieval-Augmented Generation pulls relevant context from your proprietary data to generate accurate, grounded responses with reduced hallucination.

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Enterprise Integration

Connectors for SharePoint, NetSuite, Google Drive, Confluence, Salesforce, and other enterprise platforms. Works with your existing tools.

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Familiar Output Formats

Generate reports and files in Word, PowerPoint, and formats your teams already use. No learning curve for end users.

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Enterprise Security

SSO integration (Okta/Azure AD), role-based access control (RBAC), and comprehensive audit logging for complete compliance visibility.

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No Vendor Lock-In

Open-source foundation means you own your models, your data, and your AI strategyโ€”permanently. Fine-tuned models become your intellectual property.

Enterprise-Grade Technology Stack

Built on proven open-source technologies for performance, security, and flexibility.

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Model Serving

  • vLLM + NVIDIA GPUs for optimized inference
  • Open-weight LLMs for flexibility
  • Flexibility to fine-tune privately
  • Lower licensing risk vs proprietary models
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Embeddings & Search

  • Open-source embedding models (BERT, SentenceTransformers)
  • Vector databases (FAISS, Milvus, Weaviate)
  • Low-latency semantic search
  • Scales to hundreds of GBs of documents
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Orchestration

  • LangChain for RAG pipelines and query routing
  • Sophisticated multi-step reasoning
  • Tool use and agent capabilities
  • Flexible workflow customization
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Data Layer

  • NVMe SSDs for embeddings
  • Object storage (Ceph/MinIO/S3) for documents
  • Compatible with existing enterprise data lakes
  • Scalable document ingestion
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APIs & Deployment

  • FastAPI/Flask for REST & GraphQL endpoints
  • Docker/Kubernetes for containerized deployment
  • Horizontal scaling capabilities
  • CI/CD pipeline integration
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Security & Observability

  • Fine-grained monitoring (Prometheus/Grafana)
  • SSO integration (Okta/Azure AD)
  • Role-based access control (RBAC)
  • Comprehensive audit logging

Flexible Infrastructure Choices

Choose the deployment model that fits your organization's requirements.

Private Cloud / Hybrid

For organizations with existing private cloud infrastructure, Cognetryx solutions can be deployed within your secure environment.

  • Cloud-like agility and scalability
  • Maintains data sovereignty
  • Compliance requirements met
  • Integrates with existing cloud investments
  • AWS/Azure isolated VPC options

Why Open Source Matters

The entire stack is designed with open-source licensing (Apache 2.0, LLaMA 4 Community License) to eliminate vendor dependencies and licensing costs.

Open models now rival proprietary systems in enterprise use cases while providing deployment flexibility that closed vendors cannot match. If you fine-tune your model, you will always own that IP.

Key Benefits

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Your Fine-Tuned Models Are Your IP

Unlike cloud AI, customizations belong to you permanently.

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Escape Vendor Lock-In

No dependency on a single vendor's pricing or roadmap decisions.

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True Cost Predictability

Fixed infrastructure costs, unlimited queries, no per-token surprises.

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Freedom to Innovate

Customize, extend, and evolve without asking permission.

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Future-Proof Your Investment

Migrate between hardware, upgrade models, scale on your terms.

Ready for a Technical Deep-Dive?

Schedule a personalized demo with our team. We'll walk through the architecture, discuss your specific requirements, and show you exactly how Cognetryx integrates with your infrastructure.