── ── Mental model

Arrow's Information Paradox

You have something valuable to sell — a technology, a formula, a method, a dataset, a research result. A buyer wants to know what it is worth before paying. But to judge its worth, they must know what it is. And the moment they know what it is, they have already received it — for free. You have nothing left…

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How it works

Stop rule: If disclosing the information to this buyer would not let them (or anyone they could tell) use it without paying you — i.e. there is no real appropriability leak — STOP. The paradox does not bind; you can just show them. Name why the leak is absent (already public, protected by a patent already granted, useless without a complementary asset only you hold).

1. Audit appropriability. State precisely what the buyer could do with the information once disclosed, and why that would (or would not) let them capture value without paying you. Gate: you can name the specific leak — "they could rebuild our matching algorithm from the architecture diagram" — not a vague "they might copy us." If you cannot name a concrete leak, invoke the Stop rule. 2. Identify the minimum the buyer needs to see. What is the smallest signal that would move the buyer's value estimate enough to transact? Often it is far less than the whole thing: a benchmark on their own data, a redacted sample, an audited result. Gate: you have separated "what convinces them" from "what they'd need to reproduce it." The gap between those two is where every mechanism lives. 3. Choose the mechanism. Match the leak and the buyer to one (or a stack) of: - Patent / IP — make disclosure safe by making unauthorized use illegal; you can then show freely. Cost: public disclosure, finite term, enforceability burden. - NDA — a legal promise not to use/reveal; cheap and fast, but weak against independent reinvention and hard to enforce across borders or against "we already knew that." - Staged / partial disclosure — reveal in rungs, each rung earned by a reciprocal buyer commitment; never disclose the reproducible core until value is contractually locked. - Trusted third-party intermediary + escrow — a neutral party (auditor, escrow agent, technical assessor) inspects the full information and certifies value to the buyer without passing the information through. - Reputation — a credible track record lets the buyer trust your value claim with less disclosure; substitutes prior evidence for present exposure. - Proxy demonstration — prove value on a redacted sample, a blind evaluation, or the buyer's own held-out data, so they observe outcomes without seeing the mechanism. Gate: the chosen mechanism actually closes the specific leak from Step 1, not a generic one. An NDA does nothing against a buyer who can independently reinvent; a patent does nothing if you can't afford to enforce it. 4. Build the disclosure ladder. Order the reveals from safest (lowest-leak, no commitment required) to most exposed (reproducible core, released only against signed terms/escrow). Attach to each rung the reciprocal commitment that unlocks it. Gate: the reproducible core sits on the top rung, gated by a binding commitment, and no rung reveals more than its commitment justifies. 5. Pre-commit the walk-away. Decide, before disclosure begins, the point at which you stop revealing if commitments don't materialize — and accept that a broken NDA is worth less than the information it failed to protect. Gate: a written stop-point exists, tied to buyer commitments, that a "they seem serious, let's just show them" impulse cannot silently override.

Stop-rule (disclosure): When a buyer asks to advance to a rung whose reciprocal commitment they have not made, you STOP at the current rung. Advancing "to build goodwill" is the exact move the paradox punishes. Log any exception and the value information (not the relationship warmth) that justified it.

When to use it

  • You have something valuable to sell — a technology, a formula, a method, a dataset, a research result. A buyer wants to know what it is worth before paying. But…

When not to use it

When the decision is routine and reversible, applying a formal method costs more than it returns.

Worked example

The Coca-Cola Formula — Trade Secret vs. Patent

The Coca-Cola formula is the most famous illustration of the patent-vs-secrecy horn of Arrow's paradox. The recipe for Coca-Cola ("Merchandise 7X") has been kept as a trade secret since the drink was created in 1886, and the company has repeatedly and publicly declined to patent it. Walking the choice through The Process shows why secrecy dominates a patent here — and, more usefully, when it would not.

Install this skill (free, MIT)

$npx skills add deciqAI/knowledge-skills
View Arrow's Information Paradox source on GitHub →

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