Researchers Asked LLMs for Strategic Advice. They Got "Trendslop" in Return.
LLMs exhibit systematic bias toward trendy strategy recommendations regardless of context — 15,000 trials confirm better prompting fixes less than 2% of the bias.
Summary
Seven LLMs tested across 7 core business tensions consistently recommended fashionable strategies (differentiation over cost leadership, augmentation over automation, long-term over short-term) regardless of context. The authors call this 'trendslop.' Better prompting improved bias by <2%. Practical guidance: use AI to expand the option set, not to make strategic choices.
Editor's opinion
LLMs exhibit systematic bias toward trendy strategy recommendations regardless of context — 15,000 trials confirm better prompting fixes less than 2% of the bias.
Key concepts
Trendslop · AI bias in strategic advice · Context-specific strategy · AI-mediated decision quality