The AI in Business Podcast Fixing the Pilot‑to‑Production Gap in Enterprise AI - with Lawrence Whittle of HTEC Group
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May 11, 2026 
Lawrence Whittle, Chief Strategy Officer at HTEC Group and AI-focused engineering leader, walks through why pilots stall and how to get AI into real use. He discusses narrowing scopes, running small real deployments, faster iteration cycles, and building end-to-end value. He also covers regulated industries, vetting vendors for scale, and cultivating a builder mindset and curiosity to multiply productivity.
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Pilots Proved Technology Not Value
- Many 2024–2026 pilots proved technical feasibility but not measurable business value, creating a credibility gap in boardrooms.
- Lawrence traces this to hype cycles (agentic, Anthropic growth) that pushed experiments before companies focused on value-driven use cases.
User Use Case And EndToEnd Distinction
- Distinguish three levels: individual users, single use cases, and end‑to‑end sequences that produce measurable ROI.
- Only end‑to‑end sequences—linked workflows driving top or bottom line—show clear cost-to-value causation.
Replace Pilots With Small Real Deployments
- Avoid ambiguous pilots; run many small, real deployments with tight scopes and clear expected returns to build momentum.
- Target fast sprints with demonstrable cause‑and‑effect ROI even if absolute returns are small.