# Microsoft outlines skills needed to move AI from PoC to business use

Digest AI · Enterprise & Industry · published 2026-10-25T22:17:00Z

Canonical: https://digestai.news/story/microsoft-outlines-skills-needed-to-move-ai-from-poc-to-business-use

## Summary

Microsoft’s *Search* team highlights common pitfalls in generative AI adoption, where projects often stall after proof-of-concept (PoC) stages. Assign Connect AI, a consulting firm, notes that companies frequently struggle to scale AI from trials to real-world operations due to gaps in effectiveness measurement, workflow integration, production environment readiness, and quality monitoring. The firm analyzed seven recent projects—ranging from healthcare automation to insurance system upgrades—and found that success requires end-to-end experience, including requirements definition, system integration, and stakeholder coordination, not just AI-specific skills. Only one project explicitly listed PoC-to-production experience as a requirement; others treated it as a plus, emphasizing foundational development or business analysis expertise instead. Microsoft’s own tools like Copilot Studio are cited as critical for transitioning from prototyping to production, with features like analytics and governance infrastructure supporting long-term adoption.

## Key points

- PoC-to-production experience is preferred but rarely required; most projects prioritize development or business analysis skills
- Seven projects needed end-to-end expertise: requirements definition, system integration, and stakeholder coordination
- Microsoft’s Copilot Studio and Power Platform are key tools for scaling AI from trials to business operations

## Why it matters

Companies investing in generative AI must bridge the gap between PoC and production, but many lack the cross-functional skills to do so. This analysis highlights the need for roles like ‘Forward Deployed Engineers’—who combine technical, business, and operational expertise—to ensure AI tools deliver measurable value beyond pilot phases.

## Sources

1. [Generative AI Business Implementation Projects](https://note.com/fdeai/n/ndda56afeb102?hl=en) (note.com, 2026-10-25)

## Cite

Digest AI, "Microsoft outlines skills needed to move AI from PoC to business use", 25 October 2026, https://digestai.news/story/microsoft-outlines-skills-needed-to-move-ai-from-poc-to-business-use

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