./ai-agent-development
AI agents that do real work.
MershLab is an AI agent development company building systems that connect models to tools, company knowledge, human approvals, and verifiable execution.
What we build
- Agent harnesses that operate across terminal, web, desktop, and messaging surfaces.
- Company context systems that turn scattered knowledge into usable agent memory.
- Audit and verification layers for decisions, tools, retrieval, and side effects.
- Applied agents for customer conversations, lead workflows, and voice intake.
Why the infrastructure matters
A production agent is more than a prompt. It needs a way to act, a source of truth about the business, clear boundaries, useful evaluations, and a record that a person can inspect afterward. Our public work shows how we approach those layers.
See the systems we are building →
Frequently asked questions
What does MershLab build?
MershLab builds AI agent infrastructure and applied systems: agent execution, company context, verifiable audit trails, and business workflows.
What makes MershLab different from a generic AI agency?
MershLab publishes the systems behind its work and focuses on evaluation, approvals, context, and proof of execution instead of only wrapping a model in a chat interface.
Can MershLab build an AI agent for a specific workflow?
MershLab is working with early partners on agent workflows that connect models to tools, business knowledge, and human approval where the system should not act alone.