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GSGerard Short
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Digital Growth6 min read·22 March 2026

Scaling Experimentation in Enterprise

Running 1,500 experiments a year is not about tooling. It is about governance, instrumentation and a culture that treats every release as a hypothesis.

Running 1,500 experiments a year sounds like a tooling achievement. It is not. The tooling is the easy part. What makes experimentation work at enterprise scale is governance, instrumentation and a culture that treats every release as a hypothesis rather than a decision already made.

At HSBC, the experimentation programme was less about the platform and more about the operating discipline around it: a shared definition of what counted as a valid test, instrumentation trustworthy enough that nobody argued about the numbers, and a cadence that turned results into decisions quickly enough to matter.

Scale introduces problems small teams never face. Tests interact. Traffic is finite and has to be allocated like a budget. Statistical literacy has to be distributed, not concentrated in one analyst. And leadership has to genuinely accept that most experiments will fail — because a programme where everything wins is a programme that is measuring the wrong things.

The payoff, once the discipline is in place, is compounding. A 400% optimisation uplift is not one brilliant idea; it is hundreds of small, validated improvements stacked on top of each other, by an organisation that finally trusts its own evidence.

GS

Gerard Short

Enterprise Transformation Executive

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