The vertical AI opportunity isn't in building more apps. It’s where AI and direct P&L ownership transform the industries that already run the world.
→ Read more about my thesis here
I’m an investor and builder working at this intersection. Previously, I launched and scaled consumer brands, invested in distressed UK real estate, and held venture roles at Autopilot and AniVC.
If you’re building in a traditional industry – real estate, logistics, accounting, law – and exploring how AI + ownership could reshape your vertical, let’s connect.
Reach out:
- Substack
- X
Current location:
New York City
buildouts
- Monarch Caviar — founded a DTC luxury food brand sold online, and through retail and hospitality partners
- AniVC — built brand and operational systems for a venture fund investing across animal health
- PolicyBot — built an AI tool to navigate London’s real estate regulations, adopted by developers
- BirdsEye — building the first AI-enabled PMS for small multifamily portfolios
- Uncle Yoshiro — founded Japanese-inspired healthy snack brand
- esma foods — founded a retail distribution platform for CPG in the UK
deep dives
- The vertical AI playbook
- AI in commercial real estate
- AI in legal services
- Humanoid robotics
company breakdowns
- Stripe
- Ramp
- CloudKitchens
- Flexport
- Anthropic
- Klarna
- Perplexity
→ all company breakdowns
work
👇 press to expand
Research
2025
www.contrary.com
Research
2024
apv.vc
Operations
2024
ani.vc
PolicyBot
Product Owner
2024
policy-bot.io
MDPL
Real Estate Investor
2023 - 2024
mdpl-am.co.uk
Investment Scout
2022 - 2023
jefferson-capital.com
Founder
2019 - 2023
mhcaviar.com
resources
Tools
Data
Info Diet
interests
Reading List
Films
Podcasts
Places