PROJECT LIGHTHOUSE
Open
In the startup domain, ethical behavior correlates with higher financial returns, and AI will enable clearer testing of this relationship.
- Expert
- Paul Graham
- Prediction date
- Sep 8, 2026
- Deadline
- Dec 31, 2030
- Category
- Business & Startups
- Explicit confidence
- Not stated
Original statement
“AI may finally allow us to test whether (or more precisely where) you make more money by being good. In startups you generally do, which is one reason I like this world.”
Normalized claim
In the startup domain, ethical behavior correlates with higher financial returns, and AI will enable clearer testing of this relationship.
A falsifiable interpretation, separate from the exact source text.
Resolution criteria
Controlled studies or large-scale data (enabled by AI evaluation tools) by 2030 showing positive correlation between ethical metrics and startup financial outcomes.
Market context
No high-confidence matching market is linked. Loose thematic matches are not shown.
Resolution
This prediction remains open.
Audit trailView full history
- Source recorded2026-09-08 18:58 UTC
- Prediction verified and frozen2026-09-11 04:44 UTC