The collective opinions solicited from friends are largely beneficial for online purchase support.
We propose a social appraisal mechanism for supporting online users' decision in the micro‐blogosphere.
The proposed framework is composed analysis of social companionship, collective opinion, and consensus decision.
The proposed mechanism can successfully summarize the collective opinions and expedite the decision‐making process.
