Production AI workflow development
Add one reliable AI workflow to an existing product.
I help product teams turn one manual workflow into a production AI feature that behaves predictably around schemas, business rules, approvals, APIs and monitoring.
Sprint boundary
- — Existing product and one manual workflow to automate or assist
- — Clear input, output and approval boundaries
- — Business rules that can be made deterministic around the AI step
Outcomes
What this sprint can cover
- One AI-powered workflow added to an existing product
- Structured outputs and schema validation
- Deterministic business rules around model output
- Human approval where judgement or risk requires it
- External API integration and persistence in the product system
- Evaluations, logs, monitoring and cost controls
What you receive
- Workflow implementation with typed/validated boundaries
- Prompt, schema and business-rule documentation
- Evaluation cases for expected and failure behaviour
- Logging, monitoring and cost-control notes
- Deployment and handover notes
Not included
- Generic chatbot development
- Open-ended AI transformation strategy
- Training custom foundation models
- Autonomous agents without product guardrails
FAQ
Questions before scoping
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.
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