DeepAuto Agentic Intelligence Platform
A full-stack, self-evolving AI framework designed for real-world enterprise deployments. From GPU management to agent orchestration — deploy in your own infrastructure with zero data leakage.
Full-Stack, Portable & Secure
More than algorithms — a complete software stack you deploy in your own infrastructure. From GPU resources to agent orchestration, fully portable with no third-party data dependence.
PE Fund
Real Estate
EPC Company
AgentOps — Single Control Plane
Space
framework
Namespace isolation
data access
one platform
compute with zero waste
How Agents Work Together
Lumina — our conversational superagent — orchestrates specialized AI agents across a unified data layer, while a background agent continuously discovers new insights.
Human
Lumina Superagent
Conversational Orchestrator
Understands requests, decomposes into sub-tasks, orchestrates specialized agents, and returns answers with live visualizations.
Agentic Lakehouse
Vector DB
Documents, contracts, reports
Graph DB
Entities, relationships, knowledge
SQL DB
KPIs, financials, structured data
Insight Discovery Agent
Background · Autonomous
Agentic Lakehouse
Connect fragmented enterprise data, automatically generate schemas and knowledge graphs, and build a queryable intelligence layer with three specialized databases.
Receives natural language queries, reasons about intent, and routes to the right DB — or all three simultaneously.
Graph DB
Entity-relationship graphs. Discovers connections between companies, people, assets, and transactions.
SQL DB
Auto-generated normalized schemas. Precise quantitative queries, KPI tracking, and financial analysis.
Vector DB
Documents, images, CAD, videos, emails — stored as embeddings. Agentic RAG reasons over heterogeneous data to determine what to retrieve, from where, and at what granularity.
Auto Knowledge Graph Construction
Extracts entities and relationships from unstructured data automatically. Institutional knowledge that grows with every document processed.
Automatic Schema Generation
Analyzes incoming data and auto-generates normalized schemas, entity mappings, and relationship graphs. New sources in minutes.
Concept Discovery
Surfaces canonical concepts from vector embeddings — clusters similar entities across documents, resolves synonyms and aliases, and builds a unified concept vocabulary that agents reference as ground truth.
From New Hire to Partner-Level Insight
Every interaction makes the system smarter. Through continuous knowledge expansion, workflow optimization, and model improvement, agents evolve from day-one onboarding to delivering partner-level domain expertise.
Executes tasks · Generates feedback · Triggers evolution
Grows deeper over time
Fixed at deployment
Optimizes accuracy & efficiency
Same logic forever
Refines with every edge case
Manual updates only
Specializes to your domain
Generic, off-the-shelf
Your Data Never Leaves Your Environment
Deploy on-premises or in your private cloud. Container-sandboxed, network-isolated, and fully tenant-separated — no data leakage, no third-party dependencies.
On-Prem & Private Cloud
Deploy the entire platform within your infrastructure. No data ever leaves your network — full compliance with internal security policies, SOC 2, and regulatory requirements.
Container Sandboxing
Every tenant runs in isolated containers with network-level separation. Zero cross-tenant data access, dedicated Lakehouse instances, and dedicated agent runtimes per client.
Open-Source Model Sovereignty
Every model is built on open-source foundations and fine-tuned with your proprietary data inside your environment. Training data, model weights, inference logs, and RL feedback loops never leave your infrastructure — full ownership, zero vendor lock-in, no data sent to third-party model APIs.
Ready to become
AI-first?
Schedule a 30-minute demo and see how DeepAuto can transform your enterprise data and workflows in weeks — not months.