A few reflections Claude and I had thinking about valuation "multiples" as an emergent phenomenon.
- A few reflections Claude and I had thinking about valuation "multiples" as an emergent phenomenon.
- A "multiple" is how the market translates a flow (revenue) into a stock (company value).
- It's a compression algorithm for all future scenarios.
- $100M ARR at 10x, 1B valuation.
- At 20x, $2B.
- The multiple encodes: growth trajectory, margin potential, market structure, risk/uncertainty.
- Finance people are running a mental simulation: "How many turns of compounding does this system have left?"
- High multiples mean they believe there are many doublings ahead.
- The "market multiple" is an emergent coordination point.
- Each buyer has their own internal multiple based on unique synergies, cost of capital, risk tolerance, alternative opportunities.
- But the transaction price is where these different models find their overlap.
- Like a Schelling point in game theory.
- Not that everyone agrees on "true value," but they converge on a price that allows exchange.
- Private/early stage: wide variance, high friction leads to price is what the most motivated pair agrees to.
- Public markets: millions of participants leads to prices converge toward consensus rapidly.
- Multiples exhibit stigmergy.
- Each transaction creates information that influences the next.
- "Company X raised at Y valuation" becomes a reference point that anchors subsequent deals.
- The market multiple becomes self-reinforcing through this signaling.
- It's the statistical residue of all those private calculations converging through mutual observation.
- The multiple is market consensus about system potential.
- Constantly recalibrating based on comparables, macro conditions, narrative momentum.
- AI companies command higher multiples right now because of zeitgeist, not just fundamentals.
- Everyone calculates differently, but they all dance around the same attractor point that emerges from their collective behavior.