Discovery, scanning, parsing, chunking, embedding • Supports information stored in: Directories, File Shares, Cloud Shares, Websites, S3 compliant Object Storage • Ingest parses wide variety of documents: Microsoft Office documents, PDF, TXT, RTF, CSV, GoogleDocs, OpenOffice OpenDocuments, HTML • Add-on for (customer specified) Rank-Tagging 2. Event-Based Intelligent Ingest – Can be enabled when new file uploads have been detected or new data arrives to ensure an up-to-date environment 3. Enterprise-Grade Vector Search & Content Summarization – Optimized for air-gapped data and tunable chunking strategies. 4. Advanced Prompt Fusion – Covering retrieved documents into token-optimized context blocks balancing relevance, compression, and formatting 5. Intuitive User Interface – Chatbot prompt (with text and voice inputs) 6. Helikai KaiFlow – For Traceability, Trust-building & Truth verification of generated answers • Chain-of-Thought Logging • Citation-Backed Outputs and Document Lineage • Human-in-the-Loop interaction with Helibot Platform • Audit Logging 7. Search & Index of Chat Content – Making it easy to find past conversations and topics you’ve used 8. Customizable RAG Stacks – Tuning for specific business verticals and use cases • Swap in commercial LLMs or use the latest open-source models along with different orchestrators • Domain-specific embedding support for improved semantic relevance in vertical use cases • Helikai Mālama to optimize prompts, implement safetensor models, refine models, training of models, etc. 9. Enterprise Grade Security – Authentication and Authorization, Secure data retrieval & governance, chain of custody auditing 10. Add-on IDP (Identity Provider) – Integrated Microsoft AD/LDAP authentication, Enterprise SSO (OIDC, SAML2), MFA/2FA, Passkeys, Client secret rotation, Fine-grained permissions, Account Management REST API, FIPS 140-2 Mode 11. Integrated to Agentic Capable Platform – Capability registration & context integration to Helibot Platform and function execution of Helibots 1. Document Generation (proposals, forms, legal filings, etc.)