Avala for investors

• Category

  Fleet learning infrastructure for Physical AI: 4D real-world data and the loop that improves the model.

• What we run

  The loop that turns a fleet's own sensor data into its next model: 4D reconstruction, human + AI labeling, quality control, versioned releases, and the training handoff. Labeling is one stage of that loop.

• What customers own

  The data, the labels, and the model. Customers train in their own pipeline; Avala runs the infrastructure that makes each release better than the last.

• Founded

  2020, San Francisco. Founder and CEO Emal Alwis was the third software engineer on Tesla's Autopilot AI team and the first to work on fleet learning.

• Backed by

  Wonder Ventures, MaC Venture Capital, Flybridge Capital, and Valor Equity Partners.

We are building fleet learning infrastructure: the system that helps a Physical AI team decide what its model needs to learn next, develop the right physical-world data (4D data from every sensor, over time), and measure what changed. From a first set of recorded demonstrations to a production fleet, a team should be able to develop its own intelligence without rebuilding the entire data operation behind it, and without renting it from someone else.

Avala is fleet learning infrastructure for Physical AI. The vision page argues that every fleet should learn from its own experience, and that the customer trains and owns the model. Two published essays carry the same thesis: the master plan, and the September 2026 letter on the market for Physical AI. This page does not add a financial forecast. It points at those public pages and at the investor relations site, which holds the longer briefing.

Avala has 15,000+ registered coworkers across five continents, working flexibly and paid for accepted work. The compliance statements published on the site are SOC 2 Type I and GDPR. Founded in 2020 in San Francisco. Founder and CEO Emal Alwis was the third software engineer on Tesla's Autopilot AI team and the first to work on fleet learning there. Backers named on the site are Wonder Ventures, MaC Venture Capital, Flybridge Capital and Valor Equity Partners. Avala publishes no revenue, ARR, or valuation figures. Funding totals, the current round, employee headcount and any investor beyond those four names are not disclosed by Avala.

Press email is press@avala.ai. This page is the short public summary. The investor relations site is the longer briefing. There is no separate investor email on this site, and there is no public booking link.

What funding figures does Avala publish?

None. Avala publishes no revenue, ARR, or valuation figures. For any figure that is not on this page, the answer is not disclosed by Avala.

Who should an investor contact?

Use the investor relations site for the longer briefing. Press email is press@avala.ai. This page does not publish a separate investor inbox.