AI & Sales Transformation · 4 min read
What an AI sales transformation actually runs on

By Cécile George · September 2026
Two engagements inside PE-backed industrial businesses, one lesson. The AI is rarely the hard part. What the work stands on instead, and the week of checks to run before funding any AI initiative in the commercial function.
Pricing · AI Monetisation · 10 min read
How B2B SaaS Companies Are Pricing AI in 2026

By Krishna Chaitanya · June 2026
A benchmark of 25+ B2B SaaS products and the five ways they price AI, from outcome-based fees to credits, tier-gating and bundling. The seat is not dead, but it is no longer enough on its own.
Pricing · 4 min read
When the Margin Wasn't Where the Model Said It Was

By Cécile George
A Private Equity-backed welding manufacturer. Three years of transaction data. A structural pricing problem nobody had looked for. Here is what we found and how we fixed it.
AI & Commercial Transformation · 5 min read
AI in the commercial function: what we have learned, and what usually goes wrong

By Cécile George
Every PE-backed business is asking which AI tools to use in the commercial function. It is the wrong question, and answering it first tends to produce the same outcome. Here is what we do instead.
AI & Commercial Transformation · 5 min read
AI Boosts Market Segmentation Precision in B2B

By Cécile George · May 2026
One of the key impact levers of AI in commercial functions isn't efficiency. It's how much further we can take things we were already doing, starting with market segmentation.