# Vang Capital > UK-based pre-seed and seed fund. Founded 2019 by Matthew Eisner. 32 portfolio companies across fintech, devtools, marketplace, blockchain, and SaaS. Thesis: pre-seed bets on data-centric companies (companies whose unit-economics improve with data, not just companies that use data). ## Key facts - Portfolio raised $100m+ in follow-on across the book - Sister to Vang Advisory (consultancy, 2017–): cross-fertilization is structural - Followed in by: Y Combinator, Atomico, Anthemis, Nauta Capital, AXA, Hustle Fund, AngelList, Techstars ## Selected portfolio (named) - RELAYTO/ (document experience) — 2018 - cheqd (decentralized identity) — 2018 - Cledara (SaaS procurement, Series A) — 2019 - Knack (workplace skills marketplace, Series B) — 2019 - VuPulse (video signal, $4m syndicate) — 2019 - Safara (hotel booking platform) — 2019 - MyTechTree (tech-skill ladders) — 2020 - Yummy (hyperlocal delivery) — 2020 - Koble AI (AI startup investment platform) — 2021 - Awabah (micro-pension, Nigeria) — 2021 - StartEngine (equity crowdfunding) — 2021 - Brydg (bridge lending) — 2023 - +20 others, undisclosed ## What we mean by "data-centric" Data-centric ≠ uses data. Many companies use data. The ones we back are those whose unit-economics improve with data — companies where the dataset itself is the moat. Cledara: SaaS procurement that becomes a procurement-data product. Brydg: bridge lending where the underwriting dataset compounds. Yummy: hyperlocal delivery where demand-data gets sharper per shopper. RELAYTO/: document engagement signals. ## Source URLs - [Home](https://vang.capital/) — thesis, portfolio, follow-on funds - [llms-full.txt](https://vang.capital/llms-full.txt) — full content as markdown - [index.md](https://vang.capital/index.md) — markdown shadow of the homepage ## Contact - LP / advisory: matt@vang.capital - Sister sites: https://vangadvisory.com (consultancy), https://matteisn.com (founder bio)