Production AI workflow development

Turn one manual workflow into a production AI workflow.

I help product teams automate or assist one expensive manual workflow in a way buyers and operators can understand before we get into model details.

Sprint boundary

— Existing product and one manual workflow to automate or assist
— Clear buyer-visible outcome: records, extracted fields, classification or next action
— Inputs, outputs and review boundaries that can be made explicit

Outcomes

What this sprint can cover

Conversations or emails become validated structured product records
Documents become extracted fields with human review before use
Support or lead requests become classification, context and a proposed next action
Structured outputs and schema validation around the AI step
Deterministic business rules, human approval and failure handling
Evaluations, logs, monitoring and cost controls so the workflow can be operated

FAQ

Is this chatbot development?

No. The offer is for one product workflow with clear inputs, outputs, validation and ownership.

How do you keep AI output reliable?

By treating model output as untrusted: validate schemas, apply deterministic rules, log failures and add human approval where appropriate.

Can this integrate with external APIs?

Yes. API integration is part of the sprint when it is necessary for the bounded workflow.

Upgrade and speed up an existing Rails product.

Anonymised outcomes from performance, workflow and automation projects.