OMRA AI Gateway
Multi-tenant LLM orchestration platform with intelligent routing, O₮ token economy, and autonomous agents
April 2026 — Version 1.0
Table of Contents
1. The Problem
For Business
- ✗Vendor lock-in — you integrate GPT-4, and three months later DeepSeek is 10x cheaper for the same tasks. Rewriting the integration is expensive.
- ✗Uncontrolled costs — a misconfigured agent can burn your budget overnight.
- ✗Siloed tools — CRM, ERP, marketplaces, accounting are all through different APIs. The AI assistant can only answer, not act.
- ✗Security — API keys in code, no audit trail, no approval gates for critical operations.
For Developers
- Every LLM provider has its own SDK, response format, and rate limits.
- RAG needs to be built from scratch for each project.
- No standard way to create a tool marketplace.
2. The Solution
OAG is an AI Operating System for B2B that solves these problems architecturally.
Unified API Gateway
Clients use the standard OpenAI SDK — OAG is compatible at the Assistants v2 protocol level. Switching models is a single config change.
Intelligent Routing
Orchestrator
Real-time chat via WebSocket. Full prompt stack: system → company → persona → RAG → tools. Token streaming straight to UI.
Sub-Agents
Autonomous workers on cron schedules or events. Lightweight prompt, fire-and-forget, full logging.
26+ Integrations
3. Architecture
Technology Stack
Multi-Tenancy
Every resource is scoped to company_id. No shared namespaces. Full data isolation between companies.
Security
- ✓ API keys encrypted at rest (AES-256-GCM)
- ✓ Group + Tag ACL for tools and files
- ✓ Immutable audit log (90-day retention)
- ✓ HITL approval gates for critical ops
4. O₮ Token Economy
O₮ (Omra Token) is the platform's internal currency, normalizing costs across providers to a single scale.
| O₮ | USD |
|---|---|
| 1 | $0.001 |
| 1,000 | $1.00 |
| 100,000 | $100.00 |
Revenue Sharing
5. Multi-Agent System
Synchronous map-reduce. Parent spawns workers, collects results.
Async Pub/Sub. Agents subscribe to topics via glob patterns.
External systems trigger agents via HTTP. Zero coupling.
HITL Approval Gates
For high-stakes operations (payments, VEP generation, bulk mailings) agents request human approval. Notifications via Telegram, decisions in Cockpit UI or inline buttons.
6. RAG Pipeline
7. Target Markets
E-Commerce (RU/LATAM)
Marketplace sync (Ozon, Wildberries, MercadoLibre), order management, pricing automation.
Finance & Tax
Tax reporting automation (AFIP/ARCA), debt monitoring, VEP generation.
B2B SaaS
White-label AI assistant — connect a provider, upload knowledge, configure tools. Full data isolation.
AI Tool Creators
Tool marketplace with revenue sharing — create a tool, earn 70% per call.
8. Competitive Advantages
| Aspect | OAG | Alternatives |
|---|---|---|
| Multi-provider | 10 providers, single API | 1-2 providers |
| Routing | Rules by content, time, budget | Manual model selection |
| Billing | Native O₮ token economy | External billing or none |
| Tools | Sandbox + marketplace + revenue sharing | Hardcoded function calls |
| Agents | Cron + Event Bus + HITL + delegation | Interactive chat only |
| Self-hosted | Docker Compose, full control | SaaS only |
9. Conclusion
OAG is not a ChatGPT wrapper. It's a full-fledged operating system for AI agents in business:
- → One API instead of ten SDKs
- → Smart routing instead of manual model selection
- → Token economy instead of uncontrolled costs
- → Autonomous agents instead of chat-only
- → Tool marketplace instead of hardcoded integrations
- → Full audit trail instead of a black box
The platform is already running in production, serving e-commerce and financial processes for companies in Russia and Latin America.
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