01
Start with the operating constraints.
Define the workflow, data boundaries, permissions, and failure modes before choosing the architecture.
About Talking Agents
Specialist engineering.
Built around your workflow.
We help AI companies and software teams turn agent prototypes into reliable production systems.
The company
From architecture
to operation.
Talking Agents Oy is an engineering company based in Espoo, Finland.
We work alongside client teams on agent architecture, MCP integrations, permissions, evaluation, and human approval paths. Our experience also spans industrial predictive maintenance and recommendation systems in gaming.
Founded in 2024 by Michael Malka, whose background includes over 20 years in software and technology leadership, including CEO and CTO roles.
How we work
Clear boundaries.
Practical engineering.
A useful engagement leaves your team with a working system and the knowledge to own it.
02
Make the system inspectable.
Give your team the traces, evaluations, and documentation needed to understand what happened and why.
03
Keep ownership explicit.
Agree who operates the system, which decisions need human approval, and how work moves back to a person when necessary.
04
Build for the handover.
Deliver working code, clear integration boundaries, and practical runbooks so your team can maintain what we build.
Our product
We also build
AgentPlanner.
Shared plans, context, and coordination for agents and the people responsible for their work.
AgentPlanner is our open source product. It can be used independently of our consulting services. We also help teams deploy it and connect it to their workflows.
Explore AgentPlannerWork with Talking Agents