No Hypothesis, No PoC: Inside the GCC Innovation Charter (AI + LLMs for Real Outcomes)
EPISODE NOTES
In GCCs, the question isn’t “How fast can we code?” It’s “How fast can we deliver real business outcomes?” In this video, I break down a key pillar of my GCC Innovation Charter – the Hypothesis Creation Framework: Observation → Problem Definition → Hypothesis → Evidence Collection → KPIs Using a real CPG-style example, I walk through: How to move from vague problem → clear problem definition Turning that into a sharp AI/LLM-powered hypothesis e.g. “How can I automate vendor onboarding and reduce the time by 50% using AI and LLMs?” What evidence you should collect (manual time, exception rate, onboarding time) The KPIs that actually matter (acceptance rate, outcome timelines, manual labour reduction) My rule for every GCC, CoE and innovation team: 👉 No Hypothesis, No PoC. If you’d …