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Peerceptiv vs. CoStudy: Two approaches to peer evaluation.

Peerceptiv has been in the peer assessment space for over 20 years, originating as SWoRD at the University of Pittsburgh. Its patented grading algorithm is backed by serious academic research. Here's how it compares to CoStudy.

A note on Peerceptiv: Peerceptiv (formerly SWoRD) was developed by researchers at the University of Pittsburgh and represents two decades of academic research on peer assessment. Their patented algorithm for weighting reviewer accuracy is a genuine contribution to the field. We respect the research foundation they have built.

Feature comparison

FeaturePeerceptivCoStudy
Peer review of writing
Group teammate evaluation
Student cost
Professor cost
Canvas LTI 1.3
Roles-based evaluation
Mid-project check-ins
Team health dashboards
Patented grading algorithm
Research validation
Modern UX
Active development

What Peerceptiv gets right

20+ years of published peer-reviewed research validation. No other platform in this space has this depth of evidence backing its approach.

Patented grading algorithm that weights reviews by accuracy, down-weighting outliers. This reduces the impact of lazy or retaliatory reviews on final scores.

Strong writing-focused peer review. If your primary use case is improving student writing through structured peer feedback, Peerceptiv has deep expertise here.

Used at major research universities including Pitt, Texas A&M (100+ courses), UVA, Michigan, and UCLA, with proven scalability across large programs.

Where CoStudy is different

Modern interface, fast setup

UVA faculty rated Peerceptiv's ease of setup at 2.33/5 and accessibility at 1.00/5. Faculty have described the interface as counter-intuitive. CoStudy is a modern web app. Professors run their first assessment in under 15 minutes. Students complete evaluations in under 5.

Built for group dynamics, not writing review

Peerceptiv's strength is peer review of written submissions. CoStudy is purpose-built for evaluating how teammates collaborate on group projects. Different problems, different tools. If you need writing review, Peerceptiv may be the better fit.

No student fees

Peerceptiv charges approximately $15 per student unless your institution has a campus-wide license. CoStudy never charges students. One free course per year per professor, with no cost passed to students under any pricing tier.

Real-time team visibility

CoStudy gives professors live dashboards showing team health across sections. Mid-project check-ins surface dysfunction early. Peerceptiv's dashboards show assignment progress, not team dynamics.

Roles-based evaluation

CoStudy evaluates students based on their specific team role. The designer is evaluated on design contribution. The coordinator is evaluated on organization. Peerceptiv applies uniform peer review criteria regardless of what each student actually did on the team.

Considering a switch?

We'll help you get set up. Most professors are running their first CoStudy assessment within 15 minutes. Book a call and we'll walk you through the transition.