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Capability

AI agents that own a workflow end to end

We design and build production AI agents that don't just answer questions — they take action across your tools, with the evals, guardrails, and monitoring that make them trustworthy enough to run in production.

Agentic AILLM orchestrationTool use & function callingEvals & guardrailsHuman-in-the-loop

From a single task to a coordinated system

Most “AI” projects stop at a clever demo. An agent that looks impressive in a sandbox falls apart the moment it meets messy real-world data, edge cases, and the need to actually do something. We build for that moment.

A GMK agent is scoped to own a real workflow: it reads from the systems you already use, reasons over them, calls the right tools, and knows when to hand off to a human. As the work gets more complex, we orchestrate multiple specialized agents that pass structured context between each other rather than one over-stretched prompt.

What this includes

Areas we go deep on

Single-purpose workflow agents

An agent that owns one job end to end — triage, drafting, research, reconciliation — and does it reliably, every time.

Multi-agent orchestration

Specialized agents that coordinate through structured handoffs, so complex work is split into parts that each do one thing well.

Tool use & integrations

Agents that act through your real stack — APIs, databases, MCP tools, internal services — not just chat.

Evals, guardrails & monitoring

Automated evals on every change, guardrails on what an agent can do, and observability so you can see exactly what it did and why.

How we build it

Production-first, not proof-of-concept

Where it fits

Typical use cases

Operations & back-office

Agents that reconcile data, process documents, and clear repetitive queues that quietly eat your team's hours.

Customer & support

Triage, routing, and first-draft responses grounded in your knowledge base — with escalation to a human built in.

Research & analysis

Agents that gather, synthesize, and summarize across sources, then hand a decision-ready brief to a person.

Have a project in this space?

Tell us what you're trying to build. We'll give you an honest read on whether — and how — we can help, with a clear, fixed scope.

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