About

Twing.AI is focused on how AI actually gets used inside private equity firms. Not demos. Not hype.

We work directly with deal teams to automate first-pass review, extract structured data from messy documents, and turn years of unstructured firm data into reusable institutional knowledge.

This publication is where we write about:

• What works (and what doesn’t) with AI in PE

• How deal workflows really operate

• Lessons from building production AI systems inside funds

Who this is for

• PE deal teams and operators

• People skeptical of AI hype

• Firms that care about repeatable process

Who this is not for

• “Replace analysts with AI” thinking

• Generic chatbots

• Theory without execution