Enterprise AI, Built for Your Business.
Specialized models. Private deployment. Enterprise knowledge. Production-ready AI workflows.
The Gap Between AI Models and Enterprise Reality
Closed-source AI is general, not yours.
Foundation models offer broad capability but lack the enterprise context, integration, and control your operations require.
Open-source requires engineering and maintenance.
Self-hosting open models demands significant infrastructure, fine-tuning expertise, and ongoing operational overhead.
Internal development is expensive and slow.
Building AI capabilities in-house diverts core engineering resources and extends timelines by months or years.
The Complete Enterprise AI Stack
Model + Knowledge + Agents + Workflows + Integration + Governance + Operations
AI Discovery
Structured assessment of your workflows, data, and AI readiness to identify high-value opportunities.
Task-Specific Small Models
Proprietary models trained on your domain data — precise, efficient, and privately owned.
Private Deployment
On-premise or private cloud deployment with full data sovereignty and no third-party exposure.
Enterprise RAG
Retrieval-augmented generation over your internal knowledge bases, documents, and structured data.
AI Agents & Automation
Autonomous agents that execute multi-step workflows, decisions, and actions within your systems.
ERP / CRM / MES Integration
Deep connectors for SAP, Salesforce, Oracle, and industry-specific platforms via APIs and SDKs.
Governance & Audit
Role-based permissions, full audit logging, evaluation frameworks, and compliance controls.
MLOps / LLMOps
Continuous model monitoring, retraining pipelines, and production operations at enterprise scale.
Why Proprietary Small Models?
Why Aptumos?
We own the entire stack — model, knowledge, agents, workflows, integration, and operations. No handoffs, no gaps.
Every system is built for private deployment. Your data, your infrastructure, your control.
Purpose-built connectors for ERP, CRM, MES, PLM, and OA systems used in complex enterprises.
Production AI systems require ongoing tuning. We operate and improve your systems after deployment.
Open architecture, documented APIs, and transferable assets. You own what we build.
Built on a Production-Grade Foundation
- Task-specific fine-tuning
- Domain adaptation
- Quantization & optimization
- Model versioning
- Vector databases
- Document ingestion pipelines
- Hybrid search (BM25 + semantic)
- Knowledge graph integration
- Multi-step reasoning
- Tool use & API calls
- Human-in-the-loop workflows
- Agent orchestration
- Process automation
- Conditional logic
- Event-driven triggers
- Approval & escalation flows
- ERP / CRM / MES connectors
- REST & GraphQL APIs
- Industry SDKs
- Legacy system bridges
- Role-based access control
- Audit logging
- Output evaluation
- Compliance reporting
- On-premise
- Private cloud
- Air-gapped environments
- Container orchestration
- Model monitoring
- Drift detection
- Retraining pipelines
- Performance dashboards
Built for Complex Enterprises
Manufacturing
AI systems for quality inspection, production planning, equipment maintenance, and supply chain optimization — integrated with MES and PLM platforms.
Engineering
Intelligent document processing, design review automation, and knowledge retrieval across technical specifications and project archives.
Professional Services
AI-assisted research, contract analysis, client reporting, and workflow automation for consulting, legal, and financial operations.
Enterprise
Cross-functional AI deployment for organizations with sensitive data, complex approval workflows, and strict governance requirements.
From Discovery to Production
Ready to Build Your Enterprise AI System?
Talk to Aptumos about your use case.