EVALINE // business

EvaLine — LLM Agency & AI Agent Factory

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.

24/7 autonomous loop
OmniRoute single model gateway
94 registered models
MCP tool bus
ISO 9001 & CE

02The Company

EVA polymer manufacturing with a real industrial base, not a service wrapper. Physical production in Chernomorsk, Ukraine; EU warehousing and distribution from Bratislava, Slovakia.

Products (EVA polymer)

  • Car mats — EvaLine Drive, diamond and honeycomb 8 mm
  • Tatami — swallow-tail puzzle mats, 75–250 kg/m3
  • Agro mats — Buryonka livestock mattresses
  • Footwear and marine decking

Infrastructure & channels

  • Chernomorsk plant, Ukraine — 2.8 ha
  • Bratislava warehouse, EU — Obchodna 37
  • B2B contract manufacturing and B2C retail
  • ISO 9001:2015 and CE certification

03The AI Layer

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.

Model gateway

OmniRoute — OpenAI-compatible single endpoint. Complexity-based routing across 94 registered models: 62 free-tier for routine work, 32 paid flagships for hard tasks.

Agent runtimes

Specialised runtimes: Hermes, OpenClaw, agy, opencode, kilo and qwen — each with its own strengths, all mediated by the same gateway.

MCP tool bus

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.

Knowledge base

Three-layer grounded memory: a memory graph, vector search and full-text search over 360+ internal documents, standards and specifications.

04Autonomous 24/7 Earning Scheme

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.

01Triggercron / webhooks
02OrchestratorConsilium
03Worker agentsspecialised runtimes
04Quality gatereview / tests
05DeliveryAPI / chat / email
06BillingStripe via business-tier-api
07Learningmemory + skills

Learning feeds the orchestrator again — the loop repeats, 24/7.

Loop mechanics

  • Triggers arrive from schedules (cron), external webhooks, chat channels or API calls.
  • The Consilium orchestrator decomposes each job, picks the cheapest capable model and assigns specialist agents.
  • A quality gate blocks delivery until checks pass; failures loop back for an automatic retry.
  • Billing is metered per call or per task, and outcomes are written back to memory and new skills.

Why it compounds

  • Every completed task enriches the knowledge base, so answers get more grounded over time.
  • Routine work stays on the free model tier, which keeps marginal cost near zero.
  • Skills created once are reused across all revenue streams.
  • The same loop serves the factory (production, logistics) and external clients alike.

05Revenue Streams

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

06Unit Economics & Pricing

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 taskBlended model + infra cost of one delivered taskto be defined
Gross marginRevenue minus variable model and infrastructure costto be defined
Free-tier shareShare of tasks served by the free model poolto be defined
Automation rateShare of tasks delivered without human touchto be defined
Payback periodTime to recover the platform investmentto be defined

Starter

Low-volume API access and a shared agent pool.

$ / € / ₴ — to be defined

Business

Dedicated agents, priority routing and a private knowledge base.

$ / € / ₴ — to be defined

Enterprise

On-premise deployment, custom models and a dedicated team.

$ / € / ₴ — to be defined

Currency: USD ($), EUR (€), UAH (₴).

07Self-Development

The platform improves itself through three feedback mechanisms, all grounded in observed production results.

Memory graph

Entities and relations accumulate from every task, building a persistent graph of what worked and what did not.

Skill auto-creation

Recurring solutions are promoted into reusable skills, then shared across every runtime and revenue stream.

Fine-tuning

Domain adaptation via the Soup training pipeline, with Colab-class notebooks for experimentation and evaluation.

08Roadmap

Six phases from internal use to an open marketplace. Progress bars show relative completion of the loop at each stage.

Phase 1
Internal foundation

Gateway, runtimes, tool bus and knowledge base serving the company itself.

Phase 2
Autonomous loop

Trigger-to-billing loop closed end to end with a quality gate.

Phase 3
External API

Metered B2B API access opened to first partners.

Phase 4
Agent-as-a-service

Dedicated agent teams deployed for client workflows.

Phase 5
Knowledge services

RAG, localisation and Consilium deliberation offered as packages.

Phase 6
Marketplace

Skills and agent templates published for reuse and resale.

09Risks & Mitigations

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

Build with EvaLine

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.

evaline.online Telemetry & Status