From Copilots to Workflows: Where AI Value Actually Sits episode artwork

EPISODE · Aug 8, 2026 · 12 MIN

From Copilots to Workflows: Where AI Value Actually Sits

from The Digital Transformation Playbook · host Kieran Gilmurray

Enterprise AI often delivers measurable productivity gains without producing meaningful financial impact. The missing value is usually lost across handoffs, decisions, rework, capacity allocation, and weak measurement.This episode explores why workflow redesign determines whether AI improves organisational performance.TLDR / At a Glance• Task productivity versus enterprise value• Five points of workflow leakage• End-to-end process redesign• Agentic automation and orchestration• Human judgement and decision rights• Outcome-based performance measuresAI creates greater value when leaders redesign workflows, clarify accountability, and measure business outcomes instead of adoption. Support the showIf you are leading your businesses strategic transformation and need greater clarity, stronger execution and measurable results, let’s connect.  🌎 Website: www.KieranGilmurray.com📅 Book a call: https://calendly.com/kierangilmurray/catch-up📘 Kieran Gilmurray | LinkedIn🌐 Substack: https://kierangilmurray.substack.com📕 Amazon https://tinyurl.com/MyBooksOnAmazonUK AI Transparency Notice:  This podcast uses a hybrid format. When an episode features one of Kieran Gilmurray’s written articles, the narration is generated using a synthetic clone of his voice via ElevenLabs AI (the underlying article text is entirely human-authored). Episode descriptions and summaries are assisted by AI and should be considered unedited by a human unless specified. 

Episode metadata supplied by the publisher feed · Published Aug 8, 2026

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Enterprise AI often delivers measurable productivity gains without producing meaningful financial impact. The missing value is usually lost across handoffs, decisions, rework, capacity allocation, and weak measurement. This episode explores why workflow redesign determines whether AI improves organisational performance. TLDR / At a Glance • Task productivity versus enterprise value • Five points of workflow leakage • End-to-end process redesign • Agentic automation and orchestration • Human j...

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From Copilots to Workflows: Where AI Value Actually Sits

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