Skip to content

Early Quote by Fred Ehrsam

“As with early internet startups, some token models don't make sense. For every 1 huge hit, there will be 3 minor successes and 100 failures, so we shouldn't be surprised when some fail.” quote by Fred Ehrsam
Download Open image
“As with early internet startups, some token models don't make sense. For every 1 huge hit, there will be 3 minor successes and 100 failures, so we shouldn't be surprised when some fail.”

Fred Ehrsam

About This Quote

Source Interview: Podcast on AI startups, 2023

Early AI projects follow a hit‑or‑miss pattern: many small attempts, few big wins, and many failures, so setbacks are expected.

In simple terms: Most AI attempts fail; few succeed.

Key Takeaway

Expect failure and keep iterating.

Themes

innovation risk startup AI

Mood

cautious realistic

Type

analytical motivational

When to use this quote

  • venture capital
  • product development
  • research labs
  • team building
  • market testing

Key Concepts

probability distribution learning resilience

Questions to Reflect On

  • What can be learned from minor successes?
  • How do you balance optimism with realistic expectations?
A Different Perspective

Successes may be over‑hyped, obscuring valuable lessons from failures.

4.5 out of 5 (9 ratings)

More by Fred Ehrsam

Explore all 52 Fred Ehrsam quotes

More Early quotes

Browse all 3,940 Early quotes