VOPSAI
Insight

Notes from the people doing the work.

Experienced practitioners share their view of AI and automation in practice - what actually gets approved, what scales, and what works in the real world.

LatestFinancial services

The AI business case: how to build one that gets approved.

The pattern that distinguishes AI business cases that get approved from the ones that stall isn't the quality of the financial modelling - it's whether the case speaks the CFO's language.

Jack Corbell
22 May 2026 · 7 min read
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More articles

Financial services6 min read

AI automation in financial services: three live programmes and what they delivered.

Complex, high-volume, rule-bound processes make financial services an ideal environment for AI automation. Here is what three live programmes actually delivered.

Jack Corbell · 14 May 2026
Measurement6 min read

Measuring AI success: the KPIs that capture what actually changed.

Six months after go-live the metrics look fine - until the board asks how the AI programme is really performing. These are the KPIs that answer that question.

George Purvis · 8 May 2026
Workforce5 min read

Building the hybrid workforce: what changes when AI agents join the team.

The teams who adapt best to working alongside AI agents are not the ones reassured nothing would change - they are the ones involved in designing how it would.

George Purvis · 24 Apr 2026
AI apps3 min read

Now live: Eddie - AI-powered income reconciliation.

We partnered with Jigsaw Tree to build and launch Eddie, an intelligent reconciliation tool designed to reclaim your team's time.

Will Carroll · 23 Apr 2026
Governance7 min read

Governing AI agents in the enterprise: the 5 controls that actually matter.

Principles like accountability and transparency are necessary but insufficient. Organisations that govern AI well translate them into specific, tested operational controls.

George Purvis · 17 Apr 2026
Healthcare5 min read

What $750 million in healthcare automation actually looks like.

Big numbers sound abstract. This is what $750M of measurable value delivered to a single US healthcare provider looks like, made concrete.

George Purvis · 8 Apr 2026
Scaling4 min read

Why most programmes stall - and how the best ones don't.

Most AI pilots succeed; most AI programmes don't scale. Closing the gap between proof of concept and enterprise-wide impact is where we spend most of our time.

George Purvis · 2 Apr 2026
Workforce4 min read

Building talent: the rise of the hybrid workforce.

Process automation does not replace people - it reshapes their roles. The new skills, roles and capabilities needed when humans and AI agents collaborate daily.

Richard Owen · 16 Feb 2026
Company3 min read

VOPSAI launches as the next evolution of intelligent automation.

With the launch of VOPSAI, VOPSAI enters a new phase - focused on AI-powered process automation, governance and sustained business impact.

Richard Owen · 10 Feb 2026