AI agents that actually take work off your hands

No demo chatbots, but AI agents that process documents, handle emails, and run complete workflows — connected to your existing systems and accounting platform.

From prompt to production-ready process.

Custom AI automation that fits your operation

AI has matured over the past few years. Not just for chatbots, but for real agents that execute tasks autonomously: processing invoices, categorizing emails, fetching data from internal systems, proposing decisions and acting on them — with an audit trail and human approval where needed.

We're currently developing a complete AI automation stack for an accounting firm: from incoming invoices via email and webhooks to automated bookings in their accounting software, with a human-in-the-loop for exceptions. We've open-sourced part of that work as the Yuki MCP server. We apply that experience to build similar solutions for other companies.

AI deployed where it actually adds value.

What we build for you

We don't build AI for the sake of AI. We build solutions that measurably reduce manual work, exactly where your team feels it most:

AI agent development

Multi-skill AI agents that execute tasks autonomously, make decisions, and call tools. Built on modern agent frameworks (Claude Agent SDK, OpenAI Agents) with MCP for tool use.

LLM integrations in existing apps

Integrating Claude, GPT, or open-source models into your existing applications: semantic search on internal data (RAG), smart summaries, classification, generation, or translation.

Document and email automation

Automatically parse, categorize, archive, and route incoming PDFs, invoices, contracts, or emails to the right system or person.

Workflow agents

Complete pipelines with state machines, policy engines, and human-in-the-loop: from intake to final action, with audit trail and automatic recovery on failure.

Something specific in mind?

Working on a specific workflow you want to automate? Contact us to discuss what's possible.

How we work under the hood

AI in production takes more than a good prompt. We bring the building blocks that keep it actually running:

MCP (Model Context Protocol) servers
Custom MCP servers that give LLMs safe access to internal tools, APIs, and data — with scoped permissions per agent. We also publish open source: see our Yuki MCP server on GitHub.
Browser automation with AI
For systems without APIs, we combine Playwright with AI agents to fully automate manual actions (filling forms, scraping data).
Human-in-the-loop via Telegram, Slack, or email
Exceptions aren't dropped but presented. The operator approves, rejects, or corrects via inline buttons, and the agent learns from it.
Policy engines & state machines
Clear rules for what the AI may do automatically versus what goes to review. Threshold amounts, confidence scores, blacklists — all configurable.
Audit trail & observability
Every decision, prompt, and tool call is logged immutably. Plus monitoring, automatic recovery, and alerting via PM2, Sentry, or the tools you already use.

AI that fits into your existing stack

We don't build a standalone AI island. The agent integrates with your accounting platform, CRM, ERP, or in-house systems via existing APIs or (where needed) browser automation.

What an AI agent can deliver for you:

  • Routine work fully or largely automated
  • Faster turnaround on processes that currently wait for manual action
  • Fewer errors through consistent, auditable processing
  • Scalable volume without proportional team growth
  • Complete audit trail of what the AI did and why
  • A foundation that grows with new AI models and use cases
Frequently asked questions

Questions about AI agents and automation

Answers to common questions about AI implementations in business processes.

Talk to us about your use case

Ready to explore what AI can do for you?

We'd love to help you figure out which process is best suited for AI automation and how big the impact realistically could be. Schedule a no-obligation sparring session and we'll think through it with you concretely.