LLM & AI Agent Orchestration

We design and build production-grade LLM-powered systems, AI agents, and orchestration workflows that help businesses automate complex operations, connect internal tools, and make smarter decisions faster.

From AI Chatbots to Real Business Automation

Modern AI products are no longer limited to simple chat interfaces. Businesses need AI systems that can understand context, work with internal data, trigger workflows, prepare documents, analyze risks, support teams, and connect with existing tools such as Jira, Slack, GitHub, CRM, ERP, Google Workspace, and internal platforms. We build LLM-powered solutions that operate as part of your business infrastructure — with clear user roles, approval flows, audit logs, integrations, and secure deployment.

LLM Core Orchestrator Research Agent Data retrieval · RAG Analysis Agent Risk · Insights · Reports Tool Agent Jira · Slack · GitHub Document Agent Generate · Summarize Approval Agent Human-in-the-loop Monitor Agent Audit · Logs · Alerts Multi-Agent Orchestration Architecture

What We Build

Build the AI products your business actually needs

  1. AI Agent Platforms

    We build platforms where AI agents work in the background to analyze data, prepare outputs, detect risks, automate routine tasks, and support business teams without replacing the main user interface.

  2. LLM-Powered Business Applications

    We develop custom web platforms powered by large language models, including internal copilots, operational dashboards, document assistants, reporting tools, and decision-support systems.

  3. RAG & Knowledge Systems

    We create retrieval-augmented generation systems that connect LLMs to your company knowledge base, documents, policies, tickets, project data, and internal repositories.

  4. Multi-Agent Orchestration

    We design multi-agent workflows where specialized agents handle different tasks such as research, analysis, reporting, risk detection, document generation, and approval preparation.

  5. AI Workflow Automation

    We automate business workflows using AI agents connected to APIs, databases, internal systems, and third-party platforms, while keeping human approval for sensitive actions.

  6. AI Integrations

    We integrate AI systems with tools such as Jira, GitHub, GitLab, Slack, Google Workspace, CRMs, ERPs, payment systems, customer support tools, and custom internal software.

Core Capabilities

What we can build for your business

  1. LLM application architecture

  2. AI agent orchestration

  3. Multi-agent workflow design

  4. RAG and semantic search

  5. Vector databases and embeddings

  6. Prompt engineering and evaluation

  7. AI copilots for internal teams

  8. Document processing and summarization

  9. Business process automation

  10. Human-in-the-loop approval flows

  11. AI audit logs and traceability

  12. Tool and API integration

  13. AI safety, access control, and guardrails

  14. Cloud and self-hosted deployment

Business Use Cases

Real problems we solve with AI systems

  1. AI Delivery ERP

    AI-powered delivery control platform for software agencies and outsourcing companies. The system connects to Jira, GitHub, Slack, and time tracking tools to detect delivery risks, scope creep, blockers, estimate-vs-actual issues, and invoice readiness.

  2. AI Finance Operations

    AI workflows for invoice processing, payment approvals, cash flow visibility, document review, anomaly detection, and finance team automation.

  3. AI Customer Support Operations

    AI systems for support teams that classify requests, summarize conversations, suggest next actions, prepare replies, and route cases to the right team members.

  4. AI Knowledge Assistant

    Internal knowledge assistants connected to company documents, policies, project data, technical documentation, and operational knowledge.

  5. AI Procurement & Vendor Management

    AI-assisted procurement workflows for vendor comparison, contract review, approval routing, renewal reminders, and spend visibility.

  6. AI Document Automation

    Systems that read, structure, summarize, and generate business documents such as reports, proposals, contracts, change requests, meeting summaries, and compliance materials.

Business Data Docs · Tickets · APIs LLM Engine GPT · Claude · Local AI Agents Orchestrated · Parallel Integrations Jira · Slack · CRM · ERP Approved Output Human-in-the-loop End-to-end LLM workflow — from raw data to approved business output

Technologies We Use

We combine modern web development, backend engineering, and AI orchestration technologies to build reliable, scalable, and secure AI-powered platforms. Frontend: React, Next.js, TypeScript. Backend: Node.js, NestJS, Python, FastAPI. Databases: PostgreSQL, pgvector, MongoDB, Redis. AI & LLMs: OpenAI, Anthropic, Azure AI, local/self-hosted models. Agent Orchestration: LangGraph, Deep Agents, custom workflow engines. Search & Retrieval: RAG, embeddings, vector search, hybrid search. Integrations: Jira, GitHub, GitLab, Slack, Google Workspace, CRM, ERP, internal APIs. Infrastructure: Docker, Hetzner, AWS, Azure, CI/CD pipelines. Security: RBAC, audit logs, approval flows, encrypted secrets, tenant isolation.

Mirko AI LLM Platform Orchestration Layer Jira Project · Issues GitHub Code · PRs · CI Slack Alerts · Notifications CRM Customers · Deals Google WS Docs · Drive · Calendar ERP Finance · Operations Internal APIs Custom Systems GitLab Pipelines · Repos One AI platform — integrated with the tools your team already uses

How We Deliver AI Orchestration Projects

A structured process from discovery to production

  1. Discovery & Workflow Mapping

    We analyze your business process, user roles, data sources, integrations, and automation opportunities.

  2. AI Architecture Design

    We define the right architecture: LLM provider, agent structure, orchestration logic, data flow, security model, and deployment approach.

  3. Prototype / Proof of Concept

    We build a focused prototype to validate the core AI workflow before investing in a full-scale platform.

  4. MVP Development

    We develop the web platform, backend, AI agent service, database, integrations, dashboards, and approval flows.

  5. Evaluation & Optimization

    We test AI outputs, improve prompts, validate structured responses, measure quality, and optimize cost and performance.

  6. Deployment & Support

    We deploy the solution to your cloud or self-hosted infrastructure and provide ongoing support, monitoring, and improvements.

Why Choose Mirko for LLM & AI Orchestration

Engineering-first approach to AI product development

  1. Engineering-First AI Development

    We do not treat AI as a standalone chatbot. We build complete software products where AI is integrated into real business workflows, dashboards, APIs, and approval processes.

  2. Full-Cycle Product Development

    Our team can handle the full product lifecycle: UI/UX, frontend, backend, AI services, integrations, infrastructure, deployment, and long-term support.

  3. Strong Integration Experience

    We connect AI systems with the tools businesses already use — from project management and communication platforms to CRMs, ERPs, payment systems, and internal software.

  4. Secure and Controlled Automation

    We design AI workflows with human approval, audit logs, role-based access, and safe integration boundaries, so automation remains controlled and transparent.

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