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Automation and AIthat run on your hardware.

We take the routine work off people and put AI models on hardware you control — then keep both running in production.

AUTOMATION
Routine work moves to pipelines that run the same way every time.
PRIVATE AI
Models tuned for one job, running on hardware you own.
PARTNERSHIP
Senior engineers. Clear comms. Measurable outcomes. No fluff.

Services

What we automate, and what we run for you.

Business automation, in-house AI models, and the integration work that connects them to what you already use.

Business Automation

Routine work — documents, tickets, reports, moving data between systems — handed to pipelines that do it the same way every time.

AI/Automation / Backend

  • Document and request pipelines
  • LLM agents with human checkpoints
  • Hand-off into CRM, ERP, accounting
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In-House AI Models

A model picked, tuned and packaged for one narrow job, running on your own hardware — so the data it reads never leaves it.

AI/Automation / Backend

  • On-prem and on-device inference
  • Quantisation and latency budgets
  • Evals before rollout
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AI Integrations

Assistants, search and retrieval wired into the systems your team already works in — not one more separate tool to open.

Backend / Cloud

  • RAG + vector search
  • SSO, roles, audit trail
  • Event contracts and webhooks
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Product Engineering

When the automation needs a product around it — web, mobile or desktop — we build that part too.

Web / Mobile

  • Typed contracts end-to-end
  • Performance budgets, a11y
  • Incremental delivery with rollback
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Infrastructure & Operations

Where the models and the automations actually run: hosts with GPUs, pipelines, monitoring, and a way back when something breaks.

Cloud / Backend

  • Self-hosted GPU and CPU inference
  • IaC + CI/CD
  • Observability and recovery
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Process

A calm, repeatable delivery system.

Discover → Design → Build → Launch → Iterate, with measurable checkpoints.

  1. Discover

    Align on goals, constraints, and success metrics.

  2. Design

    Prototype flows, define systems, validate fast.

  3. Build

    Ship increments with quality gates and reviews.

  4. Launch

    Deploy safely, monitor, and stabilize.

  5. Iterate

    Optimize, extend, and keep compounding value.

Stack

A modern engineering stack.

Tools we ship with — chosen for velocity, reliability, and maintainability.

  • Next.js
  • React
  • TypeScript
  • Node.js
  • Postgres
  • Redis
  • AWS
  • Docker
  • Kubernetes
  • OpenTelemetry
  • Terraform
  • Stripe

Ready

Automate something that costs you hours.

Seniors do the work. We hold the date. The code still makes sense a year on.

A 30-minute intro call. No deck, no obligation.

A word from our CEO

Kaleniuk Ihor, CEO of STAR Systems

AI is an instrument in the hands of a master, not a replacement for one. It makes the work faster and the right call worth more. But when the system wakes someone at three in the morning, it is not the model that answers — it is the master.

Kaleniuk IhorCEO, STAR Systems