A Ukrainian polymer manufacturer and a European AI agency in one company: a Chernomorsk production plant and a Bratislava EU office, orchestrated by an autonomous 24/7 agent workforce.
EVA polymer manufacturing with a real industrial base, not a service wrapper. Physical production in Chernomorsk, Ukraine; EU warehousing and distribution from Bratislava, Slovakia.
The agency runs on one gateway, several agent runtimes, a shared tool bus and a grounded knowledge base. No vendor lock-in: models and providers can be swapped behind a single endpoint.
OmniRoute — OpenAI-compatible single endpoint. Complexity-based routing across 94 registered models: 62 free-tier for routine work, 32 paid flagships for hard tasks.
Specialised runtimes: Hermes, OpenClaw, agy, opencode, kilo and qwen — each with its own strengths, all mediated by the same gateway.
Model Context Protocol gives agents real hands: filesystem, git, databases, browser, HTTP and cloud APIs. A 21-server suite with an 8-server core wired into every runtime.
Three-layer grounded memory: a memory graph, vector search and full-text search over 360+ internal documents, standards and specifications.
A closed loop that converts an incoming trigger into paid, quality-checked delivery — then feeds the results back into memory and skills so the next cycle is better. No human is required in the loop; humans supervise.
Learning feeds the orchestrator again — the loop repeats, 24/7.
Seven complementary streams. All are metered through the same gateway and delivered by the same autonomous loop.
| Stream | What it is | Billing |
|---|---|---|
| B2B metered API | Per-call access to the model gateway and agent endpoints | per request |
| Agent-as-a-service | Dedicated autonomous agents for a client workflow | subscription |
| RAG / knowledge services | Ingestion, indexing and grounded Q&A over private documents | per corpus / usage |
| Multilingual content | Localised marketing, docs and support in RU / UK / EN and beyond | per unit |
| Consulting / deliberation | Multi-model Consilium reviews for high-stakes decisions | per engagement |
| Monitoring / ops | 24/7 uptime, alerting and incident automation | subscription |
| Marketplace of skills / agents | Reusable skills and agent templates published for reuse and resale | rev share / listing |
Indicative structure only. All figures are placeholders to be defined after the metering baseline is measured — no invented numbers are published here.
| Metric | Definition | Value |
|---|---|---|
| Cost per task | Blended model + infra cost of one delivered task | to be defined |
| Gross margin | Revenue minus variable model and infrastructure cost | to be defined |
| Free-tier share | Share of tasks served by the free model pool | to be defined |
| Automation rate | Share of tasks delivered without human touch | to be defined |
| Payback period | Time to recover the platform investment | to be defined |
Low-volume API access and a shared agent pool.
$ / € / ₴ — to be defined
Dedicated agents, priority routing and a private knowledge base.
$ / € / ₴ — to be defined
On-premise deployment, custom models and a dedicated team.
$ / € / ₴ — to be defined
Currency: USD ($), EUR (€), UAH (₴).
The platform improves itself through three feedback mechanisms, all grounded in observed production results.
Entities and relations accumulate from every task, building a persistent graph of what worked and what did not.
Recurring solutions are promoted into reusable skills, then shared across every runtime and revenue stream.
Domain adaptation via the Soup training pipeline, with Colab-class notebooks for experimentation and evaluation.
Six phases from internal use to an open marketplace. Progress bars show relative completion of the loop at each stage.
Gateway, runtimes, tool bus and knowledge base serving the company itself.
Trigger-to-billing loop closed end to end with a quality gate.
Metered B2B API access opened to first partners.
Dedicated agent teams deployed for client workflows.
RAG, localisation and Consilium deliberation offered as packages.
Skills and agent templates published for reuse and resale.
The main operational risks and the controls already designed into the loop.
| Risk | Impact | Mitigation |
|---|---|---|
| Quota exhaustion | Free-tier limits pause routine work | Complexity routing plus automatic fallback to alternative models or paid tier |
| Provider outage | A single vendor interruption stalls delivery | Multi-provider federation behind one gateway; health checks and instant failover |
| Security | Tool access or data exposure risk | Least-privilege MCP tools, isolated execution, encrypted mesh and private databases |
| Quality drift | Autonomous output degrades silently | Quality gate, adversarial review and continuous evaluation before delivery |
Agency, production and an autonomous earning engine in one partner. Get in touch to scope an agent, an API tier or a grounded knowledge service.
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