Operating Alpha
■ The AI Alpha Ladder · a free diagnostic

Find out where your fund stands on AI before your LPs ask.

LPs now treat AI as a fiduciary question, and the DDQ has a section for it. The AI Alpha Ladder is the answer before they ask: 35 questions, five minutes, no call. It places your fund on one of five steps, names the factors holding it there, and gives you a 90-day plan for the next one.

Start the 35 questions →See the ladder first ↓

35 questions · about 5 minutes · free · no call

How the ladder works.

The AI Alpha Ladder

The seven factors

  • PeopleA champion, then an owner with authority, then a lead
  • PolicyWhat staff, LPs and regulators are told, in writing
  • DataWhere it lives, then one clean record
  • ToolsChatGPT, Claude or Copilot first; buy more only when needed
  • Use casesEveryday tasks, then a ranked roadmap, then live workflows
  • WorkflowA weekly habit, then a cadence, then a redesigned process
  • ProofA baseline, a test set, and a number the CFO accepts

The five steps

Step 1 comes quickly. The fund buys ChatGPT, Claude or Copilot, signs a one-page policy, and every team uses it for something small, like meeting notes. It looks like progress.

Most funds stall at Step 2. Nobody owns AI, there is no ranked list of what to build, and nobody measured the old way, so nothing can be shown to an LP. This is where 80% of GPs are piloting1 and 5% see a P&L result2.

Name an owner, rank the roadmap, record the baseline, and the rest follows: one workflow live, one shared record, then models on your own history. Step 5 is operating alpha: AI that earns more every quarter.

Five steps rising left to right: 1 Start, 2 Map, 3 Ship, 4 Unify, 5 Compound.111222333444555OPERATING ALPHA
StartSafe ground and daily useMapFirm controlShipLive workflowUnifyOne recordCompoundCompounding edge
Illustrative sequence, not a client. 1. Juniper Square, AI in the Private Markets, 2025. 2. MIT Project NANDA, The GenAI Divide, 2025, preliminary.

Where does your fund stand? Five minutes to find out.

Take the free quiz below
  • Your stepWhere your fund sits on the five-step ladder, and what holds it there.
  • Your next movesWhat to do next, in order, and the traps funds at your step fall into.
  • A templateThe one built for your step, in your inbox, with no call attached.

35 questions · about 5 minutes · answers never shared or attributed to a fund