Custom AI agents built around a real workflow.
We start with the job, the systems, and the approval boundaries—then build the smallest agent that can complete useful work reliably inside them.
Documents are only useful when the workflow can trust them.
Agent demos often hide the hard parts: credentials, changing tools, ambiguous inputs, error recovery, auditability, and the moment a person needs to take over. Those details determine whether an agent becomes infrastructure or another experiment.
A working system, not an isolated AI feature.
Tools connected with purpose
Expose only the actions and data required for a bounded workflow through APIs, functions, or MCP.
Explicit approval boundaries
Separate safe autonomous steps from actions that require review, confirmation, or escalation.
Observable execution
Record tool calls, decisions, errors, retries, and handoffs so the workflow can be inspected and improved.
Fits the current stack
Deploy on top of existing identity, data, models, and infrastructure where that is the right constraint.
From real inputs to an operated workflow.
We build against representative data, explicit checks, and the interfaces your team already has.
Bound the job
Define the trigger, required inputs, allowed actions, success state, and escalation path.
Connect tools
Create narrow interfaces to the systems the workflow actually needs.
Build the control loop
Combine planning, tool use, validation, retries, and human approvals.
Test failure modes
Evaluate malformed inputs, unavailable tools, permission failures, and ambiguous instructions.
Deploy and observe
Release to a limited workflow first, review traces, and expand only when behavior is understood.
Representative inputs
A focused pilot includes
- Workflow specification
- Tool and MCP interfaces
- Agent orchestration
- Approval controls
- Execution traces
- Evaluation scenarios
Typical pilot scope
A single MCP connection can sometimes be delivered in about one week when the target system and permissions are clear. A complete agent workflow commonly needs two to three weeks for a focused pilot.
Custom AI agents, answered.
Bring the workflow, the documents, and the constraints.
We will map the smallest useful pilot, show where automation is safe, and identify what still needs human judgment.