Agents that act in your systems, under control.
From one business workflow to an agent operating in your ERP, CRM or ticketing system, with a managed harness, an evaluation suite, scoped permissions and a handover your team can run.
The problem
Prototype agents are easy; production agents are not. The difference is the harness: evaluation before building, traces of every step, permissions per tool, a way for humans to step in, and a model you can swap when a better one arrives.
We build that harness first, on Amazon Bedrock AgentCore and Strands Agents or on Azure AI Foundry and Microsoft Agent Framework, and we expose tools over the Model Context Protocol so the agent is not married to one vendor's loop.
What we deliver
- Workflow selection and evaluation cases written before any prompt
- Agent built on a managed harness, with tools over MCP and agent-to-agent communication over A2A
- Scoped permissions, human approval gates and full traces
- Evaluation suite, batch scoring and red-team before launch
- Deployment in your tenancy with runbooks and dashboards
- Knowledge transfer and handover to your engineers
How we work
Discover
One workflow, one measurable outcome. Evaluation cases agreed in writing.
Prototype
A working agent against real tools, behind MCP, with traces from day one. Used on real cases, not slides.
Harden
Guardrails, red-teaming, permissions, identity for every tool call, budgets for tokens and latency.
Run
Handover with dashboards and a playbook, or a monthly engagement to operate it with you.
What backs it
Common questions
Which model will the agent use?
Whichever wins on your evaluation cases. Claude, Amazon Nova, OpenAI and open-weight models are all candidates, and the harness lets you change later.
What can the agent not do?
Anything you have not explicitly permitted. Tools are read-only by default; writes go through permission checks and, where it matters, a human approval.
How long until it is in production?
Six to twelve weeks for a first workflow, depending on the systems involved and how quickly access is granted.
Related services
Talk to an engineer about this
Thirty minutes, no slides. Bring the workload and we will tell you what we would do and what it would cost.