operational diagnostics and improvement engagements for small and medium manufacturers through its Forge Sprint offering. For larger enterprises, ForgeShift designs and executes structured AI and digital transformation programs, including enablement, data and infrastructure product development, and domain-driven value capture. The firm also provides Industry 4.0 and smart manufacturing advisory, covering OT data connectivity, OEE tracking, predictive maintenance practices, and lean manufacturing methods. Across its work, ForgeShift combines operational analysis with AI-native tooling to help manufacturers align technology investments with practical process changes and measurable performance improvements.