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Future State Now is LiminalArc's podcast on enterprise AI transformation. Each episode goes inside real client work: what's actually happening in the field, what's working, what isn't, and where AI is creating genuine value versus where it's just noise. Host Stacy Gordon talks with the people building these transformations day to day, turning hands-on experience into practical thinking for anyone leading large-scale, AI-driven change inside organizations.
Future State Now is LiminalArc's podcast on enterprise AI transformation. Each episode goes inside real client work: what's actually happening in the field, what's working, what isn't, and where AI is creating genuine value versus where it's just noise. Host Stacy Gordon talks with the people building these transformations day to day, turning hands-on experience into practical thinking for anyone leading large-scale, AI-driven change inside organizations.
Episodes

Oct 13, 2026
Oct 13, 2026
24 min
Nearly 80% of enterprise application modernization efforts fail, and the reason has nothing to do with choosing the wrong technology. In this conversation, Melissa Roberts, business architect and value engineer at LiminalArc, explains why modernization programs are designed to produce technology outcomes rather than business results, and why that design flaw kills them.
Melissa Roberts and Stacy Gordon walk through the four primary drivers forcing enterprises to modernize, the IT/business alignment problem that stalls most programs before they start, and how a capabilities-driven strategy changes what a modernization program is designed to deliver. If you're leading or influencing a legacy modernization initiative, this is the diagnostic you've been missing.
Wanting More?
Why Most App Modernization Efforts Fail, and How a Capabilities-Driven Strategy Can Stop the Billion-Dollar Bleed: https://go.liminalarc.co/75j
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Oct 13, 2026
24 min

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