AI systems and agents, built to ship and run at scale.
We build the systems the strategy calls for: agentic platforms, custom AI and ML embedded in real products and processes, and the infrastructure to run them in production. Shipped fast, by a team that has done it before.
AI / ML systems in production
AI agents live in production
Workflows automated
Grade security & scale
Custom-made AI software at every level of complexity — from feasibility study to production deployment.
We design and train AI and ML models in-house, and develop AI-powered software end to end — not prototypes that stall, but systems that go live and stay live inside real products and processes.
Everything is built for high scale with enterprise security, redundancy and future growth — architected so what works in the pilot keeps working when the volume, the data and the demands grow.
Human + agent
Agents that work alongside your engineers.
We build AI agents that sit inside the real workflow — reviewing code, catching issues, drafting and testing changes — with people kept firmly in control. Not a demo, but a teammate that lifts throughput on the work your teams already do.
- Agents wired into your existing tools and repositories.
- Human-in-the-loop by design, with guardrails and review.
- Measured against real throughput, not novelty.
What we build.
From a single agent to a full multi-agent platform, wired into your core systems.
AI agents for companies
Infrastructure to develop and run enterprise AI agents. We specialize in multi-agent systems, including orchestration & governance, agent management, agentic workflows and organizational automations. Designed enterprise-grade, for high volumes and real-time performance.
AI systems development
Custom-made AI software at any complexity. We take you from feasibility study, through modular development and model integration, to production deployment, with enterprise security, redundancy and future scalability.
Generative AI training & tuning
Fine-tuning and optimization (PEFT/LoRA) for language (LLMs/SLMs), voice (TTS/STT) and image models, with hybrid cloud / on-premise deployment for data privacy and tight fit to your domain.
ML model training & deployment
Classic machine learning in an end-to-end MLOps architecture: data & feature engineering, training and validation for predictive analytics and anomaly detection, through production deployment and core-system integration.
Data Science services
Managing the full data lifecycle: complex ETL/ELT, data cleansing and statistical analysis (EDA), turning raw data into a unified, high-quality single source of truth ready for BI and model training.
MLOps & LLMOps
Dedicated DevOps infrastructure for AI: monitoring, versioning and control so models stay stable and accurate over time and do not drift.
Interfaces & integration
Deep integration between core systems (CRM, ERP, legacy) and modern AI engines, turning manual, resource-heavy processes into continuous automated workflows.
In production
Wired into the systems you already run.
The hard part isn't a clever demo — it's making AI reliable inside core systems. We take solutions from prototype to production: integrated with your data and APIs, monitored, and built to hold up under real load.
- Integrated with your APIs, data and core systems.
- Secure-by-design, with redundancy and monitoring.
- Built to scale as volume and demands grow.
A repeatable path to production.
Feasibility & scope
We validate the use case, data and ROI before a line of code.
Architect
Scalable, secure-by-design architecture matched to your workloads.
Build & train
Modular development, model training and tuning, wired into core systems.
Deploy & operate
Production deployment with MLOps/LLMOps monitoring so it stays accurate.
Shipped, not slideware
Engineers who ship, backed by operators who've run the business.
Dozens of AI engineers and data specialists, with 100+ projects shipped and a track record of building for enterprises — people who deliver production systems for a living, not slide decks about them.
- 250+ agents and 30+ AI/ML systems in production.
- Hybrid cloud / on-prem for data privacy.
- Integrated into CRM, ERP and legacy core systems.
AI development, in plain terms.
What does Kuzmanko's AI development service include?
Can you build multi-agent systems for enterprises?
Do you train custom ML and LLM models?
What are MLOps and LLMOps, and do you provide them?
Can AI integrate with our CRM, ERP and legacy systems?
Explore our other services.
AI Consulting
AI advisory from the boardroom to the model layer: strategy, operations and the technology itself, advised by operators who have run all three.
AI Training
We turn teams into AI power users and builders — enterprise-grade use of the leading models, plus Skills, agents, MCP and automations.
Have a system that needs to ship?
Book a 30-minute briefing. We'll pressure-test the use case, propose an architecture and a path to production, and tell you honestly whether we're the right build partner.