AI Effort Signaling Becomes a Workplace Norm Problem

A post titled 'If you are asking for human attention, demonstrate human effort' generated a broad thread about AI-generated content in workplace communication. The core tension: AI output quality is often detectable by anyone who reads a lot of it, the promises around AI quality are overstated, and using AI-generated text without labeling it is increasingly read as a signal of low effort or low respect for the reader. One commenter framed it directly: 'Reading AI-generated text for hours every day, it is obvious to me.'

The pattern: as AI writing tools become ubiquitous, the social norms around disclosure are forming in real time, and they are forming unevenly. Some people label AI-generated content explicitly as a courtesy. Others treat the output as their own work. The thread suggested that the lack of clear norms is itself the problem, and that the 'AI quality falls short of wild promises' framing is doing a lot of work to excuse the substitution of automated output for genuine engagement.

This is a workplace culture issue with product implications. Tools that help humans communicate better are valued differently than tools that automate communication wholesale. The backlash forming here is not anti-AI, it is anti-low-effort.