01
Map the workflow
Start with the user task, product context, and decision the agent is meant to support.
Put the system around the model into production.
We design and harden generative pipelines, agentic workflows, RAG systems, and inference services that must become reproducible, testable, and operable.
For AI prototypes that must become inspectable systems your team can own.
Discuss your AI systemThe model is only one component of the system.
An execution cannot be reproduced from its data, versions, parameters, and artifacts.Deterministic and stochastic boundaries are neither explicit nor testable.Retries, failures, permissions, and human intervention are improvised during implementation.The prototype works, but operating it and transferring ownership remain uncertain.
What the engagement covers.
The work makes the surrounding system explicit before implementation decisions become expensive to undo.
02
Bound the system
Define knowledge access, tools, permissions, failure behavior, and human intervention.
03
Design evaluation
Specify what good looks like, how to detect failure, and what evidence is needed before release.
What you leave with.
A bounded workflow
The agent's inputs, decisions, actions, and stopping conditions made explicit.
Tool and knowledge boundaries
A design for retrieval, permissions, tool access, and the information the agent may use.
An evaluation and oversight plan
Clear checks for output quality, failure paths, and when the workflow returns control to a person.
An implementation path
A sequenced build plan with assumptions, open questions, and the work required to move forward.
A public example of the approach.
Pratrol is an open-source pull-request triage system. Its design makes routing decisions and their rationale inspectable rather than treating automation as a black box.
Public work
PR Triage System
Read the system design or inspect the source code.
Need implementation after the design?
We can carry the design through implementation, testing, observability, and handover to your team.