Intelligence from the Field

Strategic thinking and practical guidance grounded in building applied AI, data and software systems for real operational and commercial problems.

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Why most PE portfolio AI projects fail - and what to do differently

Perspectives

Why most PE portfolio AI projects fail - and what to do differently

PE portfolio AI projects fail for predictable reasons. Learn the sequencing mistakes operating partners make - and how to protect capital and create real value.

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How to identify AI value creation opportunities in the first 100 days

Playbooks

How to identify AI value creation opportunities in the first 100 days

AI value creation in the first 100 days: a practical framework for PE operating partners to identify, score and prioritise high-impact opportunities post-acquisition.

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The hidden data risks in mid-market M&A deals

Perspectives

The hidden data risks in mid-market M&A deals

Data risks in mid-market M&A are routinely missed in financial due diligence. Here's where they hide and how to find them before close.

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Announcing Quantsole: A Simpler Way to See and Use Your Data - Insights

Field Notes

Announcing Quantsole: A Simpler Way to See and Use Your Data - Insights

Announcing Quantsole: A Simpler Way to See and Use Your

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How AI is reshaping operational improvement in PE-backed businesses

Perspectives

How AI is reshaping operational improvement in PE-backed businesses

AI is reshaping operational improvement in PE-backed businesses. Here's how operating partners should sequence deployment to protect and expand exit multiples.

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What is a data strategy and why does it matter at due diligence?

Perspectives

What is a data strategy and why does it matter at due diligence?

What is a data strategy and why does it matter at due diligence? A practical framework for PE investors assessing data risk before close.

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How to measure the ROI of AI investment in a portfolio company

Perspectives

How to measure the ROI of AI investment in a portfolio company

How to measure the ROI of AI investment in a portfolio company - a practical framework for PE operating partners covering baselines, attribution and exit narrative.

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AI readiness assessment: what to look for before acquisition

Tools

AI readiness assessment: what to look for before acquisition

AI readiness assessment in M&A diligence: what PE operating partners must examine before acquisition to avoid overpaying for capability that does not exist.

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When to build vs buy AI capability in a portfolio company

Perspectives

When to build vs buy AI capability in a portfolio company

Build vs buy AI in a portfolio company: a framework for PE operating partners on where to invest, when to build and how to create value before exit.

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How PE firms are using AI for portfolio value creation

Perspectives

How PE firms are using AI for portfolio value creation

How PE firms are using AI for portfolio value creation - a practical framework for operating partners, from diagnostic to exit narrative.

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