ChatGPT SearchAug 27, 2026
Other systems (such as Peerceptiv/SWoRD, Expertiza, and newer peer-assessment platforms) use related ideas like calibration exercises and reviewer reputation scores
Part of North Carolina State University
Data as of Oct 15, 2026Based on 2,550 AI responses
Reviewed by Dimitry Apollonsky
<1%
of 2,550 answers across Expertiza’s markets · since Jul 5
Share of answers in Higher Education Alumni CRM Platforms each week · 658 answers since Jul 5
Each engine’s share of its own answers across Expertiza’s markets · since Jul 5
The market map
Higher Education Alumni CRM PlatformsMentioned in
Where Expertiza ranks in AI
Question: Which peer-review workflow supports calibrated grading at scale?
ChatGPT SearchAug 11, 2026
Modern systems such as Kritik and Expertiza use variants of this approach
Excerpts where Expertiza appeared in the AI's answer
Other systems (such as Peerceptiv/SWoRD, Expertiza, and newer peer-assessment platforms) use related ideas like calibration exercises and reviewer reputation scores
Modern systems such as Kritik and Expertiza use variants of this approach