Enterprise leaders are moving beyond AI pilots to operational scale by grounding projects in actual employee workflows and communicating measurable business impact to boards.

Technology leaders at Mars Pet Nutrition, Saint-Gobain, Reckitt, and Orange shared strategies for escaping 'pilot purgatory'—where exploratory AI projects fail to scale. Key approach: identify five strategic priorities, go deep into end-to-end workflows, and focus on lightening employees' daily workload rather than immediately chasing scale.

At Reckitt, an agentic AI solution called Write-It reduced time spent on scientific documentation from days to minutes, freeing researchers from tasks that consumed 30-40% of their time. At Saint-Gobain, an AI tool scanned 12,000 tenders and identified leads that were 15% more qualified, with a 10% higher conversion rate.

Executives emphasized that workforce trust requires honest communication: share both successes and struggling projects with the board, frame AI as a tool that makes work less mundane rather than a threat to jobs, and review AI initiatives quarterly against stated business benefits. As one panelist paraphrased: 'You will not be replaced by AI. Your job will be replaced by someone who knows how to use AI.'