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A Unicorn is a company valued by at least 1 Billion USD. This React app uses network analysis to study private unicorns and their investors with CBInsights data

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A Unicorn is a company valued by at least 1 Billion USD. I built a python gradio app that visualizes the relationships between venture capital firms and invested companies using CB Insights Data from September 2024. I was able to show the dominance of the top 5 Venture capital firms Y Combinator, Accel, Venrock, and Andreeseen Horowitz owning companies with an aggregate valuation > $500 Billion USD!

Private valuations can be misleading because unicorns routinely go bankrupt(for example Convoy) much more than mature, public companies. Private company investors might be slow to "mark down their investment value" if the value of the company has recently dropped. No one likes to look bad, and having to mark down your company's value is not enforced in private markets as it is in public markets where the value of a company follows closely its listed price on stock indices.

The key takeaway from this data visualization exercise is that few firms dominate most sectors. Companies like SpaceX, Bytedance(Ticktok) and Databricks make up a significant fraction of all private companies in terms of market value. san Francisco is the King of Enterprise Software and California is much larger than all other states combined in terms of the number and aggregate valuation of private unicorns.


One key limitation of the Python gradio app is that it doesn't render well on Mobile, with the network diagrams overlapping too much. To solve this, I built a new version using React, which renders much better on mobile. This app serves two purposes:

  1. For job hunters, it identifies companies with strong product-market fit backed by reputable investors to target in their job search

  2. For startup founders, it highlights which investors support competitors, enabling refined pitch strategies.


Filters

  • Country
  • Industry
  • Companies
  • Investors
  • Valuation Range (in billions)
    • 1–5
    • 5–10
    • 10–15
    • 15–20
    • 20+

Figure 1. San Francisco Enterprise SAAS

image


Table 1. Unicorns based in Mountain View, CA -- 09-02-2024

Name Valuation Date Industry Investors
Nuro 8.6 2/11/19 Industrials SoftBank Group;Greylock Partners;Gaorong Capital
Workato 5.7 1/12/21 Enterprise Tech Battery Ventures;Storm Ventures;Redpoint Ventures
Groq 2.5 4/14/21 Enterprise Tech TDK Ventures;Social Capital;D1 Capital Partners
BloomReach 2.2 2/23/22 Consumer & Retail Bain Capital Ventures;Sixth Street Growth;Lightspeed Venture Partners
Addepar 2.17 6/15/21 Financial Services 8VC;D1 Capital Partners;Sway Ventures
Moveworks 2.1 6/30/21 Enterprise Tech Lightspeed Venture Partners;Sapphire Ventures;Kleiner Perkins Caufield & Byers
Redis 2 8/25/20 Enterprise Tech Viola Ventures;Dell Technologies Capital;Bain Capital Ventures
H2O.ai 1.7 11/7/21 Enterprise Tech Nexus Venture Partners;Transamerica Ventures;Crane Venture Partners
Coda 1.4 7/8/21 Enterprise Tech Greylock Partners;General Catalyst;Khosla Ventures
InDrive 1.23 2/1/21 Industrials Leta Capital;Insight Partners;General Catalyst
Lightmatter 1.2 12/19/23 Enterprise Tech Google Ventures;Spark Capital;Matrix Partners
BigPanda 1.2 1/12/22 Enterprise Tech Advent International;Battery Ventures;Sequoia Capital Israel
At-Bay 1.12 7/27/21 Insurance Lightspeed Venture Partners;Khosla Ventures;Munich Re Ventures
TangoMe 1.1 3/20/14 Media & Entertainment Draper Fisher Jurtson;Qualcomm Ventures;Alibaba Group
News Break 1 1/7/21 Media & Entertainment IDG Capital;Francisco Partners;ZhenFund

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A Unicorn is a company valued by at least 1 Billion USD. This React app uses network analysis to study private unicorns and their investors with CBInsights data

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