Darren GoonawardanaChief Executive Officer & Co-Founder, Collectiv · Chief Executive Officer & Co-Founder at Collectiv

AI Pilots Are Killing Value

8 Oct 2026 · 1 min

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In this monologue, Darren Goonawardana argues that corporate AI pilot projects frequently fail to deliver value because organizations treat them as isolated experiments rather than as catalysts for systemic change. He contends that most firms do not lack an AI strategy; instead, they lack a conversion process to embed AI into existing workflows, mandates, metrics, and budgets. A pilot should only be launched if it is tied to a specific decision, process, or role that the organization is prepared to permanently alter. Effective pilots require a clear owner, a target metric, a defined workflow to replace, and a documented path to scale. Without these elements, pilots become mere executive theater and sandbox environments where AI initiatives fade without impact.

Chapters

Pilot projects are not proof of AI progress. They're often where AI value goes to die. Most companies don't have an AI strategy problem. They have a conversion problem. They launch pilots, they test tools, they run workshops, they get a few impressive demos, then nothing changes. No workflow is redesigned, no team mandate changes, no operating metric moves, no budget shifts from experimentation to execution. And 6 months later, leadership says AI didn't deliver, but AI didn't fail. The operating model failed to absorb it. A pilot is useful only if it answers one question: what decision, process, or role are we willing to permanently change if this works? If the answer is none, don't run the pilot. You're not testing AI, you're creating executive theater. The companies that get value from AI don't treat pilots as innovation trophies. They treat them as transition mechanisms. Every pilot needs an owner, a target metric, a workflow it will replace, and a path to scale before it starts. Otherwise, it becomes another sandbox, and sandboxes are where transformation goes to play until it disappears.