Orbiter
The business, the turning points, and the decisions behind them.
01 / WHAT IT BUILT
What the company did
Orbiter was a San Francisco machine-learning startup founded in 2020 by Mark Wai, Victor Zhang and Winston Zhang, operators with backgrounds at Tesla, DoorDash and Facebook. In Y Combinator's Winter 2020 batch, it built ML models that automatically monitored a company's business metrics and sent Slack alerts on abnormal drops or spikes — data monitoring designed for non-engineers, onboardable in minutes with just database credentials.
02 / Orbiter FAILURE REASONS
Failure reasons
Orbiter entered capital-intensive data observability just as better-funded rivals raised nine-figure rounds. A three-person team on a pre-seed budget could not build the integrations, sales infrastructure or ML edge to rival Monte Carlo's $236M war chest. The founders dispersed — two to the DeFi protocol Cega, one to Inkly — and the company wound down quietly around early 2022 with no announcement, acquisition or post-mortem.
03 / EVENT HISTORY
Events in the structured record
- Company founded
Orbiter is founded in San Francisco by Mark Wai, Victor Zhang and Winston Zhang, joining Y Combinator's Winter 2020 batch with ML-powered business-metric monitoring.
- Product launch
Orbiter launches publicly in March 2020 and is covered by TechCrunch at YC Demo Day as automatic real-time monitoring with Slack alerts.
- Operations ended
Orbiter winds down quietly around early 2022, outgunned by better-funded data-observability competitors; founders move on to new ventures.
04 / CONTEMPORARY REBUILD ASSESSMENT
Difficulty of rebuilding this project today
Material for this section is being gathered and checked. It will appear here once ready.
Overall assessment: Not completed
05 / CAUSAL CHAIN
How the factors connect
- 01
ML business-metric monitoring for non-engineers (Slack alerts)
- 02
YC Winter 2020; founding team of three
- 03
Outgunned: pre-seed budget vs Monte Carlo's $236M
- 04
Wound down quietly ~early 2022; founders dispersed