Pruuva

PRUUVA VS. PROCTORIO

Proctorio watches students take exams. Pruuva asks them to explain what they learned.

Proctorio is one of the most widely used remote proctoring tools in higher education. It monitors students through their webcam, tracks eye movements, records their screen, and uses AI to flag behavior it considers suspicious. Pruuva takes a different approach: after students submit work, it helps educators collect evidence that they can explain the concepts, reasoning, and choices behind that work.

Get early access See how Pruuva works

PROCTORIO'S APPROACH

Surveillance during the exam

  • Requires webcam and microphone access to monitor students throughout the entire exam session.
  • Uses AI to analyze eye movement, head position, and background audio to flag 'suspicious' behavior.
  • Locks down the browser to prevent students from accessing other applications, tabs, or websites.
  • Records exam sessions for instructor review — students are filmed in their own homes.
  • Has faced widespread criticism for accessibility issues, racial bias in facial detection, and elevated student anxiety.

PRUUVA'S APPROACH

Verification after the work

  • Students complete an artifact-specific follow-up in the text, audio, or video mode configured by the instructor.
  • Generates adaptive follow-up questions drawn directly from the student's own submission.
  • Measures whether the student can explain, extend, and defend the ideas in their work.
  • Produces an evidence report grounded in student responses, rubric criteria, and instructor review.
  • Purpose-built for AI-era assignments: the question is what the student can explain, defend, and apply.

Side by side

Proctorio
Pruuva
Core philosophy
Surveillance: monitor student behavior during the exam to deter and detect cheating
Evidence-based assessment: review what the student can explain about their own work
What it requires
Webcam, microphone, lockdown browser, compatible device, stable internet, private room
A standard browser and the configured evidence mode for that assessment
What it measures
Eye movements, head position, keystrokes, background noise, browser activity — behavioral signals
Whether the student can explain the concepts, reasoning, and evidence in their own submission
Accessibility
Facial detection struggles with darker skin tones; lockdown browser conflicts with assistive technology; private room requirement disadvantages students in shared housing
Configurable text, audio, or video response modes with a focus on submitted work rather than room surveillance
Student experience
Anxiety-inducing for many students — being filmed, tracked, and algorithmically judged in their own home
A brief, low-pressure conversation about work the student already completed — reinforces learning
What you get
Flagged timestamps and behavioral alerts for the instructor to manually review
An evidence report showing what the student can explain and what the instructor should review

WHEN TO CHOOSE EACH APPROACH

Detection can flag risk. Evidence helps you make an instructional decision.

Choose Proctorio when your institution requires live exam monitoring for specific assessments.

Proctorio can deter certain forms of cheating in high-stakes, timed exams where environmental control is a requirement. It is most justifiable when the assessment format demands real-time proctoring, when the institution has addressed accessibility accommodations, and when the behavioral flags are treated as signals for human review rather than verdicts.

Choose Pruuva when you want evidence of understanding without surveillance tradeoffs.

When the goal is to confirm that students understand what they submitted — not to monitor their physical behavior during a test — Pruuva provides a structured follow-up and evidence report without requiring webcams, lockdown browsers, room scans, or private testing spaces.

PRUUVA WORKS WELL WHEN

  • Educators who want to verify comprehension without surveillance infrastructure
  • Courses transitioning from proctored exams to submission-based assessment
  • Institutions concerned about the accessibility, privacy, and equity issues of remote proctoring
  • Assignments where students submit work and should be able to explain their reasoning

CONSIDER OTHER OPTIONS WHEN

  • High-stakes timed exams where live environmental monitoring is a regulatory or institutional requirement
  • Settings where real-time deterrence during an exam session is the primary goal
  • Standardized testing environments with strict proctoring compliance mandates

SURVEILLANCE, ACCESSIBILITY, AND EQUITY

What remote proctoring requires from students — and who it affects most

Remote proctoring tools place significant requirements on students' hardware, living situations, physical abilities, and privacy. These requirements are not evenly distributed across student populations, and the consequences of failing to meet them fall hardest on students who already face the most barriers.

Device and connectivity requirements

Proctoring tools require a webcam, microphone, specific browser or desktop application, and a stable internet connection. Students with older hardware, limited bandwidth, or Chromebooks may be unable to participate without institutional intervention.

Private space requirements

Room scans and background noise monitoring assume students have access to a quiet, private space. Students in shared housing, dormitories, or family homes are disadvantaged by this assumption.

Facial detection bias

Research has documented that facial recognition and detection algorithms perform less reliably on people with darker skin tones. Students of color face a higher risk of technical failures and false flags from webcam-based monitoring systems.

Anxiety and trust

Student surveys consistently report that remote proctoring increases test anxiety. Being filmed and algorithmically monitored in their own homes fundamentally changes the testing experience in ways that can affect performance.

WHAT TO EVALUATE

If you are replacing proctoring, compare the assessment design as much as the monitoring stack.

Evidence after submission

Ask whether the workflow helps instructors evaluate what students can explain about their own work, not only whether an exam session looked unusual.

Access and privacy burden

Look at the student requirements created by webcam monitoring, lockdown browsers, room scans, and device constraints before choosing another surveillance-first tool.

Faculty review time

Prioritize evidence reports that summarize the strongest and weakest demonstrations of understanding so instructors are not left reviewing raw flags alone.

NEXT STEPS

Move from exam surveillance to evidence-based review.

A useful Proctorio alternative should help teams redesign assessment around demonstrated understanding while giving instructors a review workflow they can explain to students and administrators.

Evaluate institutional fit

See how Pruuva supports academic-integrity teams, departments, and faculty committees that need a less adversarial assessment model.

Review institutional use cases

Test the workflow

Run a focused pilot with one real assignment before asking faculty to replace a familiar proctoring workflow.

Start with a pilot

See capability evidence

Review how Pruuva helps instructors collect proof that students can explain, extend, and defend the work they submitted.

Explore capability evidence

THE BOTTOM LINE

Proctorio deters some forms of cheating through surveillance, but it comes with significant accessibility, equity, and privacy tradeoffs. Pruuva provides evidence of demonstrated understanding without requiring webcams, lockdown browsers, or private testing spaces.

Common questions

Ready to try a different approach?

Move beyond detector scores. Review evidence of what students can explain.

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RELATED PRUUVA RESOURCES

Capability evidenceEvidence reportsTrust and AI processingTrust overviewBeyond plagiarism: rethinking academic integrityCompare RespondusCompare Honorlock

OTHER COMPARISONS

vs Turnitinvs GPTZerovs Copyleaksvs Originality.aivs AI Detectionvs Respondusvs Honorlock

Last reviewed: June 3, 2026