Planning Poker vs AI Estimation: Use Both, But Differently
AI can suggest an estimate, but planning poker reveals disagreement, risk, and missing context.
AI estimation is useful when it gives the team a starting point. Planning poker is useful because it shows where the team disagrees.
The mistake is treating an AI estimate as the decision. The better pattern is to let AI prepare context, then let humans judge the tradeoffs.
AI is good at preparation
AI can draft acceptance criteria, task breakdowns, clarifying questions, and a likely estimate range. That saves time before the meeting.
Planning poker is good at alignment
Private votes reveal whether the team sees the same problem. A split vote is not a failure. It is a signal that some part of the story is unclear, risky, or bigger than expected.
The best workflow
Import the story, vote privately, reveal the spread, discuss differences, then generate a planning report. The final estimate becomes stronger because the AI output and team judgement are both preserved.