a16z Podcast | Incenting Innovation Inside, Loonshots to Moonshots

Core Definitions

• A moonshot is defined as a specific destination or goal (e.g., putting a man on the moon), whereas a loonshot is the "crazy idea" or process required to reach that destination.
• Loonshots are characterized by their ability to challenge accepted belief systems and pose a danger to existing business lines or customer bases.
• Disruption and moonshots are largely hindsight biases; innovators like the creators of the transistor did not know they were disrupting markets when they began.
• The concept of false failure (or "false fail") distinguishes between a flawed idea and a failure caused by execution errors or temporary technical limitations.

Historical and Scientific Analogies

• The transition from "truth by divine ruler" to "truth by measurement" (the scientific method) democratized innovation but faced centuries of suppression in large empires like China, India, and the Islamic world.
• Large empires and established corporations (e.g., Merck, Pfizer) are prone to quashing small, revolutionary ideas in favor of sequels to successful franchises.
• Robert Goddard's rocket theories were ridiculed as "loonshots" in 1919 but became the foundational moonshot for Apollo 11 decades later.
• Innovation is compared to a phase transition in physics (like water freezing), where system behavior changes abruptly based on the balance of competing forces rather than the actions of individual leaders.

Organizational Incentives and "The Salt" Effect

• Two primary forces drive organizational behavior: Stake in Outcome (equity in project success/failure) and Perks of Rank (rewards for political maneuvering/promotion).
• In small startups, "Stake in Outcome" is high and "Perks of Rank" are negligible, driving high innovation.
• In large corporations, "Stake in Outcome" diminishes while "Perks of Rank" increases, causing rational individuals to prioritize political survival over risky innovation.
• Leaders can manipulate four control parameters to shift an organization from "frozen" (rigid) to "liquid" (innovative):
  • Equity Fraction: The proportion of compensation tied to project outcomes versus base salary.
  • Return on Politics: The impact that lobbying and political maneuvering have on promotion decisions.
  • Project Skill Fit: The alignment between an employee's specific talents and the project needs; poor fit encourages political behavior.
  • Management Span: Wider spans encourage experimentation and idea generation, while narrow spans enforce quality control.
• Unlike traditional management advice which focuses on "culture," this framework suggests structure and incentives are the true levers for innovation.

Leadership and Management Strategy

• Successful leaders (e.g., Vannevar Bush) act as gardeners maintaining "life at 32 Fahrenheit" (dynamic equilibrium) rather than Moses figures anointing single ideas.
• Dynamic equilibrium allows for the coexistence of two phases: "artists" (creators of new ideas) and "soldiers" (builders and executors), with constant movement between them.
• Failure often occurs in the transfer of ideas from the lab to the field due to misaligned incentives between R&D and sales/execution teams (e.g., Xerox PARC).
• Steve Jobs' initial failure at Apple III and NeXT stemmed from loving "artists" while ridiculing "soldiers"; his success with the Macintosh came only after integrating Tim Cook's operational discipline.
• The role of the Product Manager is increasingly vital as the mediator maintaining dynamic equilibrium between creative and execution teams.

Market and Timing Considerations

• Market fit can be a "false failure" if the market is not yet ready (e.g., Xerox copying machines), requiring organizations to avoid killing ideas prematurely based on current demand.
• The shift from "science" to "engineering" in fields like biotech requires balancing bespoke artistry with machine-like automatable processes.
• Hysteresis in organizations means innovation can linger even after structural conditions change, but it can also vanish instantly if the dynamic equilibrium is disrupted.

Specific Case Studies and Data Points

• Jim Black's Rule: A drug is not good unless it has been "killed three times," representing the necessity of surviving early false failures.
• The "Magic Number" of 150: Often cited as a limit for informal communication (Dunbar's number), but the actual number is variable and tunable via the four control parameters, ranging from 30 to 5,000.
• Vannevar Bush's 1940 Strategy: Created phase separation within the US government by isolating scientists from military bureaucracy while maintaining a reporting line directly to the President (DARPA/NIH/NSF model).
• Xerox PARC: Failed because it created siloed "artists" without maintaining the "dynamic equilibrium" necessary to transfer technology to the sales force.
• Polaroid: Failed because Edwin Land acted as a "Moses" anointing successors rather than a "gardener" maintaining the innovation infrastructure.