The Challenge
Educational institutions—from universities to online learning platforms—face a growing crisis in academic integrity. With class sizes expanding and digital submissions becoming universal, instructors simply cannot manually review every document for plagiarism or AI-generated content.
- Hundreds of assignments submitted per assessment period overwhelm manual review workflows
- AI-generated content is increasingly indistinguishable from genuine student work
- Inconsistent enforcement creates fairness issues and exposes institutions to liability
- Instructors spend hours on administrative checking instead of meaningful feedback and teaching
The Autohive Solution
By connecting Grammarly’s powerful analysis engine to your submission workflow through Autohive, institutions can automate the entire integrity review process at scale.
Automated Plagiarism Scanning
Submit documents automatically to Grammarly’s plagiarism detection engine, which scans against billions of web pages and academic sources. Each submission receives an originality score and a list of potential matching sources, giving instructors actionable evidence rather than guesswork.
AI Content Detection at Volume
Every submission can be automatically analysed for AI-generated content, returning a confidence score indicating likelihood of AI origin. This gives instructors a clear, objective signal to focus their manual review on flagged documents only.
Batch Processing with Result Retention
Autohive’s workflow orchestration enables off-peak batch processing of large assignment volumes, taking advantage of Grammarly’s async scoring with 30-day result retention. Institutions can process entire cohort submissions overnight without straining infrastructure.
Structured Reporting for Review
Results are structured and stored so that instructors can access a dashboard of flagged submissions ranked by risk score, dramatically reducing the time required to identify which documents need closer human attention.
Benefits
- Scale without compromise - Process hundreds of submissions simultaneously without degrading review quality
- Objective evidence - Confidence scores and source matches replace subjective judgement calls
- Time savings for educators - Instructors reclaim hours previously spent on manual checks
- Consistent enforcement - Every submission receives the same rigorous automated review
- Support early intervention - Identify students struggling with original writing and offer targeted support
How It Works
- Submission trigger - A new assignment submission activates the Autohive workflow
- Document ingestion - The file (.doc, .docx, .odt, .txt, .rtf) is prepared and submitted to Grammarly via the integration
- Parallel analysis - Plagiarism detection and AI content identification run concurrently
- Result retrieval - Scores and source matches are retrieved and stored against the submission record
- Flagging and routing - Submissions exceeding threshold scores are automatically flagged for instructor review
- Report generation - Instructors receive a structured summary of flagged documents with evidence
Getting Started
- Sign up at app.autohive.com
- Connect the Grammarly integration from the Autohive marketplace
- Configure your submission intake workflow and threshold settings
- Deploy your academic integrity automation agent
