Intelligence from the Field
Strategic thinking and practical guidance grounded in building applied AI, data and software systems for real operational and commercial problems.
Browse the Glossary
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.

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.

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.

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

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.

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.

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.

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.

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.

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.
Showing 71–80 of 114 insights

