Hard Budget Prompts Nearly Eliminate LLM Wealth-Based Price Gaps
niloofar_mire · x · 2026-09-24
Follow-up from the same study: explicit hard budgets are what actually works. Adding a constraint like "under $200" to the prompt brings the flight-price gap close to zero for most capable models — though Gemini 2.5 Flash remains an exception.
The author notes these are controlled tests with synthetic users and inventories; real-world behavior still needs verification.
Related event: 325K Trials: Most LLMs Recommend Pricier Options to Wealthy Users(4 posts)→
More from Research
- Benchmark run finds "arjunomics in the weights", raising misalignment concerns — kenbwork · 2026-09-24
- Arena opens Fall 2026 academic program with $50K per AI evaluation project — arena · 2026-09-24
- RSA-896 Factored With Claude Orchestrating 2,048 GPUs Over 10 Days, 30 GPU-Years — matthew_d_green · 2026-09-24
- Dario touts Claude-led gene editing discovery, but biologists call it overhyped — ccerrato147 · 2026-09-24
- Jev Is an Architecture Bet, Not a Product: Could LLMs Specialize Beyond Generation? — tenkei_01 · 2026-09-24
- Mathematician proposes nonlinear variant of Komlós conjecture, inspired by AI proof — burny_tech · 2026-09-24