FOR INSTITUTIONS
Academic integrity that scales without compromise
AI detection tools flag text. Pruuva verifies understanding. Give your institution an evidence-based approach to academic integrity — one that's fair to students and defensible under scrutiny.
THE CHALLENGE
Detection is failing higher education
report that AI tools have made it harder to assess whether student work reflects genuine understanding.
are falsely accused by AI detection tools, disproportionately affecting non-native English speakers.
can prove a student doesn't understand their own work. Detection tells you about the text — not the student.
HOW IT WORKS
Verification, not detection
Pruuva reads each student's submission and conducts an adaptive oral probe — asking the questions only someone who did the work could answer. The result is structured evidence of comprehension, not a probability score.
Pilot with a department
Start with a single department or course. Faculty assign Pruuva probes alongside existing assignments. No course redesign required.
Review the evidence
Instructors receive per-rubric comprehension reports with quoted transcript evidence. Administrators see aggregate patterns across the pilot.
Expand across campus
Roll out to additional departments with institutional policies, centralized reporting, and LMS integration. Scale at your pace.
PLATFORM CAPABILITIES
Built for institutional requirements
Compliance-ready architecture
We are building Pruuva with FERPA compliance as a foundational requirement. Student data encrypted at rest and in transit, configurable retention policies, and BAA-ready infrastructure. GDPR and SOC 2 readiness on the roadmap.
LMS integration (planned)
Designed for seamless integration with Canvas, Blackboard, Moodle, and Brightspace. Instructors assign probes and review results without leaving their existing workflow.
Institutional dashboard (coming soon)
Aggregate view of probe completion rates, understanding distributions, and flagged concerns across departments. See patterns, not just individual cases.
Configurable policies
Set probe depth, accessibility accommodations, and grading workflows at the institutional level. Standardize academic integrity processes across departments.
Complete audit trail
Full audit log of every probe session, grade decision, and instructor action. Designed to support accreditation review, grade appeals, and institutional reporting.
Faculty onboarding & support
Dedicated implementation team, faculty training sessions, and ongoing technical support. We help you roll out, get adoption, and stay running.
WHO IT'S FOR
Every stakeholder, one platform
Academic integrity offices
- Replace reactive investigation with proactive verification
- Reduce false accusations and grievance volume
- Standardized, evidence-based process across departments
Provosts & academic leadership
- Protect institutional reputation and accreditation
- Demonstrate commitment to fair assessment practices
- Data-driven insights into comprehension across programs
Faculty & department heads
- Save hours per assignment cycle on integrity concerns
- Grade with evidence, not suspicion
- Works with any discipline — STEM, humanities, professional programs
IT & compliance teams
- FERPA-first architecture with encryption and configurable retention
- SSO and user provisioning support planned
- No student data used for AI training — ever
AI DETECTION TOOLS
What detection gives you
- Probability scores that vary between tools
- False positives that disproportionately affect ESL students
- No evidence of whether the student understands the work
- Adversarial arms race as AI writing tools improve
- Reactive investigations that damage student relationships
PRUUVA
What verification gives you
- Structured evidence of what each student actually understands
- Fair for every student — no demographic bias in the process
- Per-rubric comprehension scores with quoted transcript evidence
- Proactive verification that prevents integrity issues
- Defensible evidence for grade appeals and accreditation
FREQUENTLY ASKED QUESTIONS
Questions from institutional leaders
How does Pruuva differ from AI detection tools like Turnitin or GPTZero?
AI detection tools analyze text to guess whether it was AI-generated. They produce probability scores, not proof. Pruuva takes a fundamentally different approach: it conducts an adaptive oral probe based on each student's own submission to verify whether they understand the work. The result is evidence of comprehension — not a statistical guess.
What does the implementation process look like?
We recommend starting with a pilot in one or two departments. Faculty assign probes alongside existing work — no course redesign needed. After the pilot, we help you define institutional policies and roll out with LMS integration and centralized reporting.
Is Pruuva fair for non-native English speakers?
Fairness is foundational to how Pruuva works. Probes assess understanding, not language fluency. The AI adapts to each student's communication style and pace. There's no demographic profiling — just a conversation about what the student knows. Probes are currently conducted in English, with additional languages on the roadmap.
How does Pruuva handle accessibility?
Extended time accommodations, type-to-respond mode, and screen reader support are built in. Pruuva is designed to meet institutional accessibility requirements.
What happens to student data?
Student data is encrypted at rest and in transit. We do not use student data to train AI models. Configurable retention policies let you control how long data is stored. We are building toward FERPA compliance as a foundational requirement.
Can Pruuva integrate with our LMS?
LMS integration with Canvas, Blackboard, Moodle, and Brightspace is planned and in active development. During early access, probes are assigned and completed through the Pruuva platform directly.
What does institutional pricing look like?
Institutional pricing is tailored to your scale and needs. We work directly with your team to design a plan that fits. Early access partners get founding-member pricing — the most favorable rates we'll offer.
Build integrity infrastructure that lasts
We're partnering with institutions who want to shape how academic integrity works in the age of AI. Early partners get founding-member pricing and direct input on the platform roadmap.