Apples-Take-Longer Decision Rule
Delay judgment when promising outcomes need more time than obvious failures.
- Difficulty
- Easy
- Time to result
- ~ongoing to results
- Steps
- 5
- Confidence
- 98%
The Apples-Take-Longer Decision Rule recognizes an asymmetry in evaluation timing: weak companies and failed experiments often reveal themselves quickly, while exceptional outcomes may require years to compound. A young portfolio can therefore look mediocre precisely because its largest potential winners remain private, unscaled, or poorly marked. The evaluator sets a maturity horizon in advance, tracks whether each promising position continues to validate its underlying thesis, and avoids treating incomplete interim data as a final grade. This is not an instruction to ignore losses indefinitely. Fundamental evidence can still invalidate a position, but simple lack of liquidity or visible scale is not enough when the expected maturation cycle is long.
Origin
Extracted from Acquired's use of Michael Moritz's saying to reassess early criticism of Andreessen Horowitz's investment returns.
Core principles
- 01Failures often become visible before exceptional successes mature.
- 02Interim marks can systematically understate long-duration upside.
- 03Evaluation windows should match the asset's maturation cycle.
- 04Patience requires thesis monitoring, not passive denial.
How to run it
- 1
Set the maturity horizon
Estimate how long a successful outcome normally takes to become measurable for this asset or project.
Pro tip Use comparable historical cases rather than wishful thinking.
Watch out Do not invent a long horizon only after results disappoint.
- 2
Classify early outcomes
Separate confirmed failures, thesis-validating but immature positions, and realized successes.
Pro tip Use explicit criteria for each classification.
Watch out An immature label should not conceal a broken thesis.
- 3
Track leading evidence
Monitor product adoption, technical progress, market development, or other indicators that precede final returns.
Pro tip Choose evidence linked causally to the thesis.
Watch out Avoid vanity metrics that merely postpone recognition of failure.
- 4
Defer the final grade
Do not make portfolio-wide conclusions until credible winners have had a reasonable opportunity to mature.
Pro tip Communicate a range of possible outcomes during the interim.
Watch out Deferral is not the same as refusing all evaluation.
- 5
Reassess on fundamentals
Change the classification when evidence invalidates the thesis or when maturation milestones are repeatedly missed.
Pro tip Review at scheduled intervals.
Watch out Time alone does not transform a lemon into an apple.
In the wild
An early portfolio analysis sees only a modest marked value for Coinbase and concludes that the investor is underperforming. Several years later, the public listing creates an approximately $11 billion stake for the firm.
→ Waiting for the major position to mature radically changes the portfolio assessment.
A research organization sees several experiments fail in the first year while two high-potential programs remain technically promising but incomplete. It reports the failures while withholding a final portfolio judgment until the programs reach predefined milestones.
→ Decision-makers avoid canceling the portfolio solely because negative outcomes appeared first.
Common mistakes
Moving the horizon after failure
Extending the timeline only when results disappoint converts patience into rationalization.
Ignoring broken fundamentals
A long maturation cycle does not excuse evidence that the technology, market, or team cannot work.
Using interim marks as final truth
Current valuation may poorly represent long-duration, asymmetric upside before liquidity or scale arrives.
Is it for you?
Best for
It is best for venture investments, research programs, brands, and innovations with asymmetric upside and long maturation periods.
Not ideal for
It is not ideal when losses are irreversible, survival depends on immediate results, or the original thesis has already been disproven.
From the transcript
“the apples take longer to ripen than the lemons”
“Coinbase, if you had analyzed Coinbase in 2016, would you have been able to determine that it's going to whatever gigantic multiple it was on…”
“The apples take longer than lemons to ripen.”
From the episode
Andreessen Horowitz Part II