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AI Development

On this page you will find AI-systems and Automation services for more detailed information. If anything is unclear, just write to us.

AI Development Services
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AI SystemsAutomation
Service #1

AI Systems

We offer design, implementation, and consultation for any AI system with which we have practical experience. From agentic systems processing natural language and images to smaller models solving specific numerical or classification tasks. We design the architecture and orchestration of AI systems for both existing products and entirely new AI-first applications. We also handle security, authorization, operation, and monitoring in production.

Use cases

AI copilots in product

Assistants directly in the application that help users work with data, configurations, or content in natural language.

Internal knowledge systems

Querying documentation, databases, tickets, or internal know-how using RAG pipelines.

Workflow automation

AI agents that manage multi-step processes, connect multiple systems, and make decisions based on data.

Classification and text processing

Sorting documents, emails, or messages, semantic analysis, summarization, and prediction.

AI-first products

Design and development of new products where AI is a key part of the architecture from the start.

Custom ML solutions

Tailor-made models for specific problems, from smaller numerical models to specialized neural networks.

What we deliver

Agent systems

We design and implement AI agents (LLMs equipped with tools and APIs with structured inputs and outputs). We can connect agents to existing systems, explain the domain to them, and integrate them into a pipeline or directly into a chat interface. Includes monitoring and behavior management.

Tooling and orchestration

We create a layer between your application and the agent using MCP servers, Agent SDKs, or CLI tools. This enables secure and controlled access for agents to your systems and data.

RAG pipelines

We enable querying directly over your data using AI. We design complete RAG pipelines including data preparation, retrieval, response generation, and quality evaluation.

Custom LLM models

We train and modify custom LLM models on your data. We handle data preparation, evaluation, and metric measurement. Typical examples are embedding improvements, multi-class classification, semantic classification, text prediction, or summarization. We also focus on smaller models optimized for limited hardware.

Custom model training

We train neural networks and ML models tailored to a specific problem. If you are unsure of the approach, explain the problem to us and we will recommend a suitable technique and architecture.

How we work

Understanding the problem and data
Proposal of multiple possible solutions
PoC / MVP
Revalidation of the solution on real data
Production deployment
Scaling and further development
Monitoring and iteration

FAQ

What are AI Systems?
AI Systems are custom AI solutions that integrate directly into your product and work with your data.
What are AI copilots and agents?
They are intelligent assistants that help users or automate tasks and multi-step processes.
What does RAG on your data mean?
RAG combines searching in your data with generative AI, so answers are based on real and current information.
Do you offer custom models and training?
Yes, we develop and train models tailored to specific data and requirements. If you are unsure about the technology, we will help choose the right approach.
How do you handle AI quality and reliability?
We verify quality using evaluation, testing, and continuous measurement of model behavior.
How is security handled?
We pay attention to data protection, model input and output control, and prevention of unwanted behavior.
Is it possible to monitor AI solutions in production?
Yes, we ensure monitoring of performance, errors, and model behavior in real operation.
Who are AI Systems suitable for?
For companies that want to integrate AI directly into their product, work with their own data, or are developing a new AI product from scratch and need reliable design, development, and deployment.
Is AI-assisted development included in this service?
Yes. AI-assisted development is included across all our services. We use it to move faster, while senior engineers review architecture, code quality, and production readiness.

Tech stack

  • Python, HuggingFace, PyTorch, ML frameworks, Agent SDKs, OpenAI-like APIs, FastAPI, MCP
  • TypeScript, AI SDK, other frontend and backend frameworks, MCP

Let's turn your idea into a product.

AI Systems Service.

Did you find what you were looking for in AI Systems, or do you think we don't cover your problem? Contact us and we'll discuss it together.

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Service #2

Automation

We help companies automate repetitive and time-consuming processes so teams can focus on higher-value work. We design and implement automations that connect systems, optimize workflows, and include AI workflow orchestration over your data.

Use cases

Workflow automation

Automation of internal processes across teams and systems, from simple flows to complex orchestrations.

System and tool integration

Connecting internal and external APIs, data synchronization, and information flow management between applications.

Planning and scheduling

Solving planning tasks, resource allocation, task timing, and schedule optimization. Shift optimization, decision making.

Optimization problems

Solving tasks such as cost minimization, route, resource, or capacity optimization using algorithms and mathematical models.

AI-assisted automation

Automation enriched with AI agents, where deterministic logic combines with intelligent decision-making, summaries, and recommendations.

Inbox and document workflows

Automations such as daily email triage and summaries, suggested replies, or splitting PDFs and notes into actionable tasks in task management tools.

What we deliver

Workflow orchestration

Design and implementation of workflow orchestrations, including agent steps, dependency management, approval gates, state handling, and error scenarios.

API and tool integration

Connecting your systems, services, and tools via API, webhooks, or event-driven architecture.

AI workflow assistants

Practical assistants for operations, such as inbox copilots, document-to-task pipelines, and workflow control through chat interfaces.

Task planning and management

Implementation of planning algorithms, schedulers, and task queues adapted to specific needs.

Optimization solutions

Modeling and solving optimization problems using heuristics, mathematical optimization, or simulations.

Monitoring and reliability

Tracking automation runs, errors, performance, and operational stability.

How we work

Process and problem analysis
Automation solution proposal
PoC / MVP
Iteration and validation
Production deployment
Scaling and maintenance
Monitoring and optimization

FAQ

What is Automation service?
Automation service focuses on process automation, system integration, and workflow optimization.
What is the difference between automation and AI Systems?
Automation mainly solves processes, orchestration, and optimization, while AI Systems focus on intelligent decision-making and working with data using AI. Both services can be combined.
Is it possible to connect automation to existing systems?
Yes, we design automations to work with your current tools and APIs.
Do you also solve complex planning and optimization tasks?
Yes, we design solutions for planning, scheduling, and optimization problems tailored to your needs.
Is it possible to monitor automation in production?
Yes, we ensure monitoring of automation runs, errors, and performance. We track time savings, error rate reduction, process performance, and operational costs.
What processes make sense to automate?
Processes that are repetitive, time-consuming, boring, have clear rules, and often work with data between multiple systems.
Who maintains the automation after deployment?
We can ensure long-term maintenance, monitoring, and further development, or hand the solution over to your team.
Is Automation suitable for smaller companies?
Yes, automation makes sense even in smaller teams if it frees up capacity and reduces manual work.
Can workflows be controlled from chat or mobile?
Yes. We can expose workflows through chat tools like Slack or Teams and provide mobile-friendly control for approvals, status checks, and quick actions.
Do you work only with n8n?
No. We use n8n where it makes sense, but we also design custom orchestration layers when reliability, scale, or deeper system integration is required.
Is AI-assisted development included in this service?
Yes. AI-assisted development is included across all our services. We use it to move faster, while senior engineers review architecture, code quality, and production readiness.

Tech stack

  • Python, optimization and planning libraries, backend frameworks
  • API integration, event-driven architecture, message queues
  • n8n, Make, and custom orchestration services
  • TypeScript, backend and integration frameworks
  • Slack/Teams/Telegram integrations and mobile-friendly control layers
  • Monitoring and observability tools

Let's turn your idea into a product.

Automation Service.

Did you find what you were looking for in Automation, or do you think we don't cover your problem? Contact us and we'll discuss it together.

Contact

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