AI Programmes for Venture and Private Equity Portfolios
AI programmes for venture funds, private-equity owners, and accelerators: triage each company into education, validation, implementation, or no intervention.
Direct answer
Direct answer: Portfolio programmes
When portfolio companies keep asking for AI help, the sponsor needs a way to tell which companies need education, which need a claim tested, which need engineering, and which should wait. I run clinics and cohort programmes that make that triage explicit for each company and give the sponsor an anonymised view across the portfolio. No company is steered into an implementation engagement it does not need.
The question
“Our portfolio companies keep asking for AI help. Can a programme triage who needs education, validation, engineering, or no intervention?”
Who it is for
Platform and portfolio-support teams at venture funds, operating partners at private-equity owners, and accelerator programme directors.
Portfolio triage: each company gets the right next step
Choose the specific need
Where to start
AI Clinics for Venture Portfolios
Our founders have very different AI needs. How can one programme triage those needs and produce company-specific next steps?
Output: Portfolio intake, company clinic outputs, and anonymised programme-level findings.
Portfolio programmesAI in the First 100 Days of Portfolio Ownership
What AI questions belong in an early operating review, and which initiatives should wait for better data or ownership?
Output: A company-level opportunity triage, its dependencies, and a staged operating plan.
Portfolio programmesAI Programmes for Accelerator Cohorts
How can a cohort programme serve founders at different stages without giving everyone the same generic AI lecture?
Output: Cohort intake, differentiated sessions, founder artefacts, and office-hour design.
What you leave with
A multi-company AI clinic or capability programme with a triage outcome for every participating company.
- 01 A short intake for each company covering its product, data, team, and the AI question it is actually facing
- 02 A triage outcome for each company: education, validation, implementation, or no intervention yet
- 03 Company-specific next steps the founders or management team can act on without outside help
- 04 An anonymised programme-level summary of patterns, gaps, and recurring requests for the sponsor
How it runs
Format, method, and preparation
- Duration
- From a single clinic day to a programme of sessions and office hours over several weeks
- Delivery
- Remote, or in person in the UK for cohort sessions
- Participants
- Founders, CEOs, or management teams of participating companies, with the sponsor’s programme owner
Agree the sponsor’s purpose
Decide what the programme is for: founder education, better capital allocation, operating improvement, or risk visibility, and how success will be judged.
Run company intake
Each company describes its product, data, people, current AI use, and the question it most needs answered.
Hold the clinics or sessions
Work through each company’s question in a confidential session or in differentiated cohort groups.
Record triage and report patterns
Give each company its own outcome and next steps, and give the sponsor an anonymised summary across the portfolio.
Useful to have ready
- →A named programme owner at the fund, owner, or accelerator
- →Agreement from participating companies to take part and complete a short intake
- →Clarity on what the sponsor may and may not see from individual company sessions
Evidence
What this draws on
Six companies founded, 2008–2024
Kwippy, Jaja.tv, Octo.ai, ExpressMOJO, Boom, and Neul Labs, spanning social software, interactive media, ML and analytics, logistics, blockchain infrastructure, and applied AI. Advisory and investment records are not counted as founded companies.
Read more →Startup Leadership Program, New Delhi (2011)
Fellow and Joint Program Leader of the New Delhi chapter: organising cohort sessions, bringing practitioners into the room, and helping founders examine decisions.
Read more →Westerwelle Young Founders Programme (2019)
Selected as a fellow of the Westerwelle Foundation’s Young Founders Programme.
Read more →Scope and limits
What this is not
- —Programmes are technical and operating decision support. They are not investment advice, valuation, or a view on whether to fund a company.
- —There is no mandatory implementation follow-on. “No intervention yet” is a legitimate and common triage outcome.
- —Company-specific discussions stay confidential between the company and me unless the company agrees otherwise; the sponsor receives an anonymised programme summary.
If the need is different
Common questions
Answers before you commission
How is a portfolio AI programme different from sending every company on an AI course?+
It starts from each company’s actual question and ends with a different outcome per company. A course gives everyone the same content; a triage programme decides who needs learning, a test, engineering, or nothing yet.
What does the sponsor receive?+
An anonymised summary of patterns across the portfolio: common blockers, data and capability gaps, and the share of companies in each triage outcome. Company-specific detail is shared only with that company’s agreement.
Will companies be pushed into consulting work?+
No. The programme is designed to be useful on its own. If a company later wants implementation help, that is a separate decision it makes, scoped separately.
Can this work for both venture and private-equity portfolios?+
Yes, but the formats differ. Venture clinics work with founders at varied stages; private-equity work fits an owner’s early operating review; accelerator programmes run as structured cohorts.
Related