Secure Private RAG
Empower your business with private retrieval, traceable responses, and context-specific generative AI capabilities of internal knowledge sources for enhanced performance, all within your premises or locked down control.
Helikai SPRAG
Secure Private RAG fuses the power of large language models with real-time, private retrieval of your internal knowledge sources. It mitigates hallucination, ensures traceable responses, and enables context-specific generation without exposing proprietary or sensitive data.
It's your business brain—secure, grounded, and composable.
Enterprise-Grade Vector Search
Advanced search across air-gapped data for optimal results and security in retrieval. Search can be fine tuned for optimal chunking
Customizable RAG Stacks
Fully customizable retrieval-augmented generation stacks tailored to your specific business needs including LangChain, LlamaIndex, and custom orchestrators. Easily swap out commercial and open-source LLMs for the best results.
Citation-Backed Outputs
Ensure traceable responses with citation-backed outputs and document lineage for reliable and accountable AI generation. Data ingest parses a wide variety of document types such as PDF, docx, xlsx, txt, and more.
Advanced Prompt Fusion
Transform retrieved private documents into a structured, (token) optimized context block that gets embedded into a prompt during inference. Balances semantic relevance, compression, and formatting strategies to produce grounded outputs.
Domain Specific Models
Support for embedding models tuned to domain-specific semantics.
Hybrid Deployments
Run on-premises with T-shirt sized Helikai Alliance Partner spec'd systems, deploy in your public cloud tenant (via VPC), or leverage a combination of both. We ensure your data is secure and under your control.


What can I do with SPRAG?
SPRAG Appliance Hardware Configs
Run our enterprise SPRAG software stack securely on-premises under your control with pre-determined T-shirt sized Helikai Alliance Partner spec'd systems. Systems are sized to handle common use cases and usage scenarios. Custom systems for specialized workloads can be spec'd, purchased and delivered.
Get in touch with us to discuss your business requirements and technology pain points, and discover how our platform SPRAG software can help drive a secure, private RAG implementation within the corporate bounds.

