AI agents that work for you.

nokkela.io builds AI agents that plan a task, call tools and carry it out, rather than only answering a question. Technically that means function calling against your APIs, retrieval over your own documents (RAG) and a memory of the run so far. A chatbot returns text; an agent produces a result — a request classified, a document posted, a report written — within guardrails we agree with you.

nokkela.io gives every agent explicit limits. Guardrails define which tools it may call and on which data; approval steps let a person confirm before an action is carried out; and traceability means each decision and tool call can be reconstructed afterwards. Rights are scoped per system rather than granted wholesale. In operation we add observability and logging, so behaviour, output quality and cost stay visible instead of being guessed from the result.

nokkela.io connects agents to the systems you already run: ERP and CRM, ticketing, document stores and any API you can expose, with event and queue control where work arrives asynchronously. Multi-agent workflows let several agents and services cooperate on one process. We integrate agents into your core IT rather than building a separate island, so an agent works on the same data and the same interfaces your staff use.

nokkela.io runs agent systems either on your own hardware on-premise or hosted on infrastructure in Europe, using open-weights models where the use case allows. Data is processed to GDPR standard, and the contracting party is a German company, Nokkela-IT-Concept GmbH. Which model is used, where it runs and which data an agent may see are decided per project, together with nokkela.ai, which covers model selection and on-premise AI.

nokkela.io runs agent projects in four steps. Discovery understands the process and assesses feasibility and ROI; a prototype follows as a fast proof of concept on real data with guardrails already in place; integration connects the agent to your systems and covers testing and security; then it goes into production with monitoring and iteration. How long each step takes depends on how many systems are involved, so we scope that after discovery.

nokkela.io sees the clearest value in high-volume routine with clear rules: classifying, answering and escalating requests through your ticketing system; checking, extracting and posting incoming documents; reviewing sources and generating reports; monitoring and correcting data pipelines; enriching leads and preparing quotes; and internal knowledge assistants with access to your systems. Feasibility and ROI are assessed in discovery first, because a rare or loosely defined process rarely repays automation.

NanoClaw, OpenClaw, NemoClaw and Hermes are the hosted agent variants that nokkela.io provides, so a project does not start from an empty repository. Each is a starting point for tool use, retrieval and guardrails; the connection to your APIs, the data an agent may read and the approval steps are configured for your processes. We host, operate and monitor them and adapt them as your processes change.