I add a practical AI capability to an existing SaaS or web application and build the surrounding product workflow—not only the model API call.

What you receive • One agreed AI workflow such as summarization, structured extraction, assisted drafting, document question answering, or a knowledge assistant • User-facing input, output, loading, and error states • Secure server-side model or provider integration • Structured outputs and validation where the workflow supports them • Access controls and basic usage safeguards within the application • Testing against agreed sample inputs and acceptance examples • Setup documentation, source-code delivery, one revision, and seven days of defect support

The starting scope supports one workflow and one defined data source in an application that already runs. We agree on expected output, review requirements, model limitations, and failure behavior before implementation.

Model training, fine-tuning, large document-ingestion systems, multiple data sources, sensitive production data, compliance certification, model/API usage, hosting, and guaranteed AI accuracy are excluded unless separately scoped. AI output should be reviewed for the intended business use.