Offer a fixed-scope workflow assessment followed by implementation of one production pilot. The engagement maps the current process, measures its manual workload, connects the relevant APIs^? and data, builds the AI-assisted steps, and introduces evaluation, QA^?, observability, and human approval controls. Begin as an expert consulting package and productize reusable connectors, evaluation templates, and operating procedures as patterns emerge.

Companies are moving from isolated AI experiments to integrations embedded in operational workflows. The simultaneous demand for implementation, QA^?, validation, documentation, and ongoing support creates an opening for an external delivery partner.