Add one practical AI-powered workflow to an existing application or business process—without rebuilding your entire platform.

What’s included:

• Requirements review and workflow mapping • Integration of one AI model or AI API with one existing application or API • Node.js, Python, or AWS Lambda implementation • Prompt design and structured output configuration • Input validation, error handling, retries, and logging • Appropriate guardrails and a human-review step when needed • Testing, deployment guidance, handoff documentation, and one revision

Common use cases include summarizing content, extracting structured data, classifying requests, generating drafts, routing work, improving internal processes, and adding AI assistance to customer-service applications.

The fixed scope excludes custom model training, complete application or chat-interface development, large data migrations, autonomous high-risk decisions, and ongoing production support. Larger implementations receive a separate proposal.