Trendslop

AI-generated strategy, analysis, or advice that defaults to popular consensus instead of anything specific to your situation. It sounds smart because it reflects what everyone is already saying.

Trendslop is AI-generated strategy, analysis, or advice that defaults to popular consensus instead of anything specific to your situation. Language models are trained on what has been widely written, so they gravitate toward popular framings. Ask an AI to write a product strategy, and you will likely receive confident paragraphs about "leveraging AI-native workflows" and "building community-driven flywheels" with no mention of your actual customers, constraints, or competitive position. The output passes the polish test because it mirrors what thousands of strategy posts already say. It fails the usefulness test because a competitor prompting the same model gets functionally identical advice.

Builder example

A differentiated strategy needs evidence about the actual market, users, constraints, assets, and tradeoffs. A model can help search, compare, simulate, and generate alternatives, but a generic prompt often samples familiar consensus. Evaluate recommendations against proprietary or current evidence rather than assigning differentiation to either the model or the user by default.

You ask for a go-to-market strategy. The AI produces a paragraph about 'community-led growth' and 'platform ecosystems' with zero mention of your specific customers or constraints.

Force the prompt to include your actual user, constraint, advantage, and tradeoff. If the AI's output still sounds interchangeable, it is trendslop.

Common confusion: A crisp trend label can feel genuinely insightful. The test is whether the output names a real customer, a real constraint, or a real advantage specific to your situation. If you could swap in any company name and the advice still reads the same, it is trendslop.