OpenMind Forge
Build, deploy, and monetize production-grade AI systems using GPT-OSS, DeepSeek, and Llama-3 across AWS, Azure, on-prem, and edge
Complete AI Operating System
Everything needed to build, deploy, and monetize production-grade open-source AI systems
Unified Model Runtime Layer
Common inference abstraction supporting vLLM for high-throughput GPU production and Ollama for local/edge/offline execution with hot-swappable models and streaming + batch inference
Open Model Support
Run GPT-OSS for transparent reasoning, DeepSeek for code/math/analytics, and Llama-3 for chat/multilingual support - all self-hosted, fine-tunable, and dynamically routable
Multi-Cloud & Hybrid Deployment
Deploy on AWS EKS with GPU auto-scaling, Azure AKS with Private Link, on-prem/edge with Ollama offline mode, and hybrid burst across clouds during peak load
Intelligent Model Routing Engine
Automatically select best model and runtime based on task type, latency targets, cost budgets, compliance rules, and tenant tier with dynamic routing per request
Domain AI Builder
Ingest documents, databases, APIs, and streams with auto-chunking and embedding to create hybrid RAG pipelines using OpenSearch, Qdrant, or Pinecone
Agent & Workflow Orchestration
Multi-agent systems with role separation, long-running workflows (minutes to days), human-in-the-loop approvals, and event-driven execution via AWS SQS or Azure Service Bus
Fine-Tuning & Optimization Studio
LoRA/QLoRA fine-tuning on AWS SageMaker, Azure ML, or self-managed clusters with synthetic data generation, domain benchmarks, and canary deployments
Security, Governance & Compliance
On-prem and private cloud support, zero-egress inference mode, RBAC with tenant isolation, prompt/response auditing, PII detection/redaction, and compliance-ready logging
Cost & Performance Control Plane
Token-level cost attribution, GPU utilization dashboards, per-agent and per-tenant budgets, auto-downgrade to cheaper models, and scheduled inference windows
Monetization & Distribution Layer
Publish AI systems as APIs, embedded widgets, internal copilots, or vertical SaaS features with usage-based billing, rate limiting, tenant metering, and revenue analytics
Trusted by Production Teams
From enterprises to startups, teams deploying open-source AI at scale choose OpenMind Forge
Enterprises in Regulated Industries
Own your AI with complete data control and multi-cloud compliance flexibility
- Deploy GPT-OSS, DeepSeek, and Llama-3 in private VPC/VNet or on-prem
- Choose AWS, Azure, or on-prem based on SOC 2, HIPAA, GDPR requirements
- Zero-egress inference mode for air-gapped environments
- Fine-tune models on proprietary data with complete security
- Multi-tenant isolation with full audit trails and PII protection
- Production SLAs with 24/7 enterprise support
AI-First SaaS Startups
Build and scale AI products without cloud lock-in or model dependencies
- Start local with Ollama, promote to vLLM on AWS/Azure seamlessly
- Hot-swap between GPT-OSS, DeepSeek, and Llama-3 without code changes
- Auto-scale GPU infrastructure with cost-aware routing
- Monetize AI via APIs, copilots, or embedded features
- Domain AI builder templates for vertical markets
- Optimize costs with intelligent model selection and token budgets
Platform Engineers
Build unified AI platforms with multi-cloud orchestration and governance
- Single control plane for AWS EKS, Azure AKS, and on-prem clusters
- vLLM for production high-throughput, Ollama for dev/testing/edge
- Centralized cost tracking with chargeback per team or product
- Unified observability with CloudWatch and Azure Monitor integration
- Self-service AI builder for domain teams with security guardrails
- Compliance-ready architecture with enterprise governance