Estimating AI productivity gains from Claude conversations

".. Claude estimates that AI reduces task completion time by 80%. We use Claude to evaluate anonymized Claude.ai transcripts to estimate the productivity impact of AI."

What is this? So they take Claude and ask how much do you think you saved on time here? How can you take this seriously. ChatBots are easy to exaggerate, especially about something positive like this.