Transform your enterprise documents, operating procedures, contracts, and system specifications into private, citation-backed intelligence. Guaranteed zero hallucinations, row-level multi-tenancy, and plug-and-play web widget deployment.
Explore how HUXOS Ask analyzes enterprise documents with zero hallucinations. Select an industry scenario below to trace citations.
Under Section 4.2 of the Enterprise Operations Manual, P1/Severity-1 incidents mandate immediate dispatch of an on-call incident commander within 15 minutes [1]. If remediation is not achieved within 2 hours, automated escalation notifies executive operations and regional engineering leads [2]. All recovery steps must be logged in the centralized audit register.
No generic chatbot assumptions. HUXOS Ask enforces strict data governance, verifiable lineage, and sovereign deployment models.
Dual-stage validation. If cosine evidence falls below the calibrated 0.35 threshold, the engine safely refuses with 0 hallucination.
PostgreSQL RLS ensures total tenant isolation. Tenant Alpha can never retrieve or observe Tenant Beta's data.
Every sentence links to its exact source document, chapter, page number, and passage snippet with highlighted evidence.
Fault-tolerant background ingestion with 3 automated retries, dead-letter monitoring, and batch resume upon restart.
Native ingestion of PDF, DOCX, XLSX, PPTX, HTML, and automated Tesseract OCR for scanned documents in Indonesian, English, and Arabic.
Optionally execute on-premise using Ollama or vLLM sovereign GPU nodes with zero external network connectivity.
How HUXOS Ask processes, indexes, retrieves, and validates answers with verifiable lineage across an isolated multi-tenant topology.
PDF, DOCX, CSV, TXT, and Markdown ingested directly into scoped workspace collections.
Sliding-window semantic chunking (500 tokens) with dense vector embeddings (768-dim).
Strict system-level proof gate. Evaluates candidate passages against a 0.35 confidence threshold.
Delivered to Web Widget, REST API, or Console with exact document title, page, and chunk excerpts.
Retrieved chunks contain direct verifiable proof. The Grounded Engine synthesizes answer with highlighted citations and excerpt anchors.
Information is absent or ambiguous in uploaded files. The system explicitly declines to speculate, logging a Knowledge Gap in analytics.
Embed your private knowledge assistant anywhere — website, CRM, React app, or corporate intranet.
<script src="https://ask.huxos.io/static/widget.js" data-workspace-id="YOUR_WORKSPACE_ID" data-api-base="https://ask.huxos.io/api/v1" data-title="HUXOS Ask" data-color="#4A2BC2"></script>
From initial pilot to mission-critical enterprise operations across Southeast Asia.
For individuals testing grounded RAG capabilities.
For growing teams indexing product documentation.
Multi-workspace operations with full API access.
For high-volume compliance and data residency.
HUXOS Ask employs a dual-stage strict grounding gate. Retrieval matches semantic vectors and BM25 keywords, and if relevance falls below 0.35, the engine safely refuses with a verifiable refusal message.
Deploy your isolated tenant workspace today with guaranteed zero training leakage.