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Human behaviour
AI incidents involving incentive pressure
Headlights has recorded incentive pressure as the main behaviour in 4 of the 234 incidents in the library (2%), and as a contributing behaviour in 9 more. They span 2016 to 2026. Most come from Retail, hospitality & travel (4), Financial services & insurance (3), Technology & software (2).
Headlights' test for incentive pressure
Speed, cost, targets or commercial advantage are recorded as shaping the decision.
A behaviour tag is Headlights' reading of the public record, not a finding by any court, regulator or company. Each entry gives the one sentence in the record that supports it.
Main behaviour in the record · 4
HD-INC-222Korea's State Auditor Found AI Digital Textbooks Were Brought Into Schools Without a PilotSouth Korea · 2025HD-INC-211A Fuel Price Software Maker Settled With Brazil's Competition Authority Over Its AlgorithmBrazil · 2026HD-INC-079Trivago advertised the best hotel deal while its algorithm favoured the advertiser that paid it most, and the penalty was $44.7 millionAustralia · 2022HD-INC-078An insurer promised loyalty discounts while a pricing algorithm capped them, and the Federal Court imposed what was then a record $40 million penaltyAustralia · 2023
Also present · 9
HD-INC-221Korea's State Auditor Found Public AI Training Data Published With Errors Left UnfixedSouth Korea · 2026HD-INC-093Ross trained an AI legal-research tool on Westlaw headnotes obtained after being refused a licence, and a US court ruled it was not fair use, in what commentators called the first such decisionUnited States · 2025HD-INC-064Cigna's 'PxDx' let its doctors reject 300,000 claims in two months, about 1.2 seconds each, without opening the fileUnited States · 2023HD-INC-021Kmart Scanned Shoppers' Faces in 28 Stores, and the Privacy Commissioner Found It UnlawfulAustralia · 2025HD-INC-020Taco Bell's AI Drive-Thru Took Orders Too Literally, and Yum Brands Rethought the RolloutUnited States · 2024HD-INC-019Klarna Said Its AI Assistant Did the Work of 700 Agents, Then Admitted Quality Had FallenSweden / global · 2024HD-INC-017Zillow's Algorithm Got House Prices Wrong, and It Cost More Than 500 Million USDUnited States · 2021HD-INC-015Commonwealth Bank Replaced Workers With AI. Then Reversed Course.Australia · 2025HD-INC-009Robodebt, Australia's automated welfare-debt scheme raised $1.76 billion in unlawful debts against 443,000 peopleAustralia · 2016
Related topics
- Retail, hospitality & travel 4
- Financial services & insurance 3
- Technology & software 2
- Overconfidence 4
- Rules-behaviour gap 2
- Diffusion of responsibility 1
- Judgement surrendered 1
- Australia 5
- United States 4
- South Korea 2
Cite this page: Harris, E. (2026). AI incidents involving incentive pressure. Headlights. https://useheadlights.com/topics/behaviour/incentive-pressure/