PLATFORM
An academic integrity evidence platform for work students can explain
Pruuva helps educators and institutions review AI-era submissions with more than a detector score. Use existing assignments, ask students targeted follow-ups, inspect rubric-linked evidence, and keep a defensible record for grading, feedback, appeals, and policy review.
WHAT THE PLATFORM DOES
From assessment setup to exportable evidence
Assessment creation
Define rubric dimensions, choose question types (written, coding, repo-based, or mixed), configure follow-up parameters, and publish. Students receive a submission link.
Artifact-specific follow-ups
Pruuva generates questions from the student's specific submission and your rubric. Text, audio, or video response modes available. Each session adapts in real time.
Evidence reports
Per-rubric comprehension scores with quoted transcript evidence, session integrity signals, and concern flags. Exportable as PDF or CSV.
Learn moreGrading workspace
Submission and evidence side by side. AI grading suggestions with confidence scores. Annotation tools. Override and integrity decision controls.
Learn moreCapability evidence records
Student identity, artifact, follow-up responses, rubric findings, and instructor decision linked in a single reviewable record for grading, appeals, or accreditation.
Learn moreExport and integration
Export grades as CSV, evidence as PDF, and connect to your existing LMS workflow. Institution plans include SSO and admin dashboards.
HOW IT FITS TOGETHER
Three steps from submitted work to reviewable evidence
Define the work and rubric
Instructors set the assignment context, accepted formats, rubric dimensions, evidence mode, access rules, and visibility policy. Pruuva publishes the assessment and notifies students.
Students submit and explain
Students upload their artifact and complete an adaptive follow-up: targeted questions generated from their specific submission and your rubric. Responses are transcribed in real time.
Review evidence and decide
An evidence report is generated automatically. Instructors review the submission and evidence side by side, score each rubric dimension, add annotations, and make the final grading and integrity decision.
WHO IT HELPS
Built for the people who need integrity decisions to be fair, explainable, and reviewable
Instructor workflow
- Create an assessment with your rubric and assignment details
- Students submit and complete their follow-up on their own schedule
- Review the evidence report in the grading workspace
- Score each rubric dimension, add annotations, make integrity decisions
- Export grades and evidence reports
Student experience
- Receive a submission link via email or course portal
- Upload the artifact (essay, code, slides, or files)
- Complete the adaptive follow-up: respond to questions about the submitted work
- Review the real-time transcript before submitting
- Access results when the instructor releases them
Department and institutional workflow
- Set institution-wide assessment policies and retention rules
- Onboard courses with template rubrics or custom configurations
- Monitor aggregate evidence patterns across sections and semesters
- Use evidence records for accreditation documentation
- Support appeals with structured, timestamped records
ADOPTION AND IMPLEMENTATION
Common concerns about adding a new tool
Does this require course redesign?
No. Students submit work as usual. Pruuva attaches to existing assignments and generates follow-ups from each submission. Most instructors start with one assignment in one course.
How long does the student follow-up take?
10 to 20 minutes for most assignments. The length adapts based on submission complexity and the rubric dimensions you configure. Students complete it asynchronously, on their own schedule.
What about students with accessibility needs?
Text, audio, and video response modes are available. Extended time accommodations are built in. The process is designed to feel like a structured conversation, not a surveillance tool.
Who controls the final decision?
The instructor. Pruuva surfaces evidence and AI suggestions, but all grading and integrity decisions are made by the teacher. Overrides are first-class features, not exceptions.
What happens to student data?
Submissions and responses are processed to generate evidence. Retention policies are institution-controlled. Data is not shared with third parties or used to train models.
Can we run a pilot first?
Yes. Most institutions start with a single-semester pilot covering 1 to 3 course sections. The pilot produces enough data to evaluate whether capability evidence improves grading confidence.
COMMON QUESTIONS
Platform questions
What assignment types does Pruuva support?
Written assignments (PDF, DOCX, text), coding exercises (Python, JavaScript, Java, C++, and more), Git repository submissions (GitHub, GitLab, Bitbucket), presentations, oral assessments, and mixed assessments combining multiple formats.
How does Pruuva differ from AI detection tools?
AI detectors scan writing for statistical patterns and return a probability score. Pruuva asks students to explain their own work, then maps those explanations to your rubric. The output is structured evidence of understanding, not a binary flag.
Can I use Pruuva alongside my current detection tools?
Yes. Pruuva is not a replacement for all existing tools. It adds an evidence layer that detection cannot provide. Many educators use detection for initial screening and Pruuva for the evidence that informs the actual decision.
How does institutional pricing work?
Institution plans are tailored to your size and needs. We work directly with your team on a plan that includes LMS integration, SSO, admin dashboards, and custom data residency. Early access members get founding pricing.
Is there LMS integration?
Institution plans include LMS integration. For individual and department plans, students access assessments via share link or roster-gated portal, and grades export as CSV.
How do I get started?
Join early access to get immediate platform access. Start with one assignment in one course. No institutional commitment required to begin evaluating the platform.
EXPLORE THE PLATFORM
Start with one assignment
Join early access and try the platform with a single assignment in one course. See the evidence it produces before deciding whether to expand.