Powerful Features for Academic Excellence

Generate high-quality, constructive feedback for student assignments using advanced AI technology. Our system analyzes submissions against your custom rubrics and generates personalized, actionable feedback that helps students improve.

Key Capabilities

• Contextual Understanding: AI analyzes the full context of student work, identifying strengths and areas for improvement based on learning objectives.
• Rubric-Based Scoring: Automatically score assignments against your custom rubrics with detailed justifications for each criterion.
• Personalization: Feedback adapts to individual student needs, considering their academic level and previous performance.
• Multi-Format Support: Process essays, reports, code submissions, presentations, and more with format-specific analysis.
• Tone Control: Customize the tone of feedback from encouraging to constructively critical based on your teaching style.
• Human-in-the-Loop: All AI-generated feedback is reviewed and can be edited before being shared with students.

We built Academic Workflow Suite with privacy as a core principle, not an afterthought. All student data processing happens locally on your machine, with optional AI isolation that ensures sensitive information never leaves your control.

Privacy Features

• Local Processing: All data processing happens on your computer. No student information is sent to external servers.
• AI Isolation Mode: Optional sandboxed environment that strips personally identifiable information before AI processing.
• Encrypted Storage: All local data is encrypted at rest using industry-standard AES-256 encryption.
• Zero Telemetry: We don't track your usage or collect analytics without explicit opt-in consent.
• Offline Capable: Core features work completely offline. No internet connection required.
• Audit Logs: Complete transparency with detailed logs of all data access and processing.

Integrate seamlessly with your existing Learning Management System. Import assignments, export feedback, and sync grades without leaving your workflow.

Supported Platforms

• Open University: Native integration with OU's marking systems and grade centers.
• Moodle: Full support for Moodle assignments, forums, and gradebooks.
• Canvas: Import/export via Canvas API with grade sync.
• Blackboard: Compatible with Blackboard Learn and Ultra.
• Google Classroom: Direct integration with Classroom assignments.
• Generic Import/Export: CSV and JSON formats for any system.

Integration Features

• One-click assignment import with full metadata
• Automatic student roster synchronization
• Bulk feedback export to LMS
• Grade synchronization with conflict detection
• Attachment handling (PDFs, documents, code files)

Process multiple assignments simultaneously while maintaining consistency and quality. Our batch processing engine intelligently distributes work and ensures uniform feedback standards.

Batch Features

• Parallel Processing: Process multiple submissions simultaneously, optimized for your hardware.
• Progress Tracking: Real-time progress updates with estimated completion times.
• Consistency Checks: Automated detection of inconsistent scoring across submissions.
• Priority Queuing: Mark urgent assignments first or process by submission date.
• Resume Capability: Pause and resume batch jobs without losing progress.
• Quality Control: Review samples from batches before releasing all feedback.

# Process all submissions for an assignment
aws-cli batch-mark --assignment "Essay 2023" --rubric "essay-rubric.yaml"

# Process with custom parallelism
aws-cli batch-mark --assignment "Lab Report 5" --workers 4

# Review mode: generate feedback but don't publish
aws-cli batch-mark --assignment "Final Project" --review-only

Create, save, and reuse custom marking rubrics tailored to your course requirements. Ensure consistent grading standards across assignments, semesters, and teaching teams.

Rubric Features

• Flexible Structure: Define criteria, sub-criteria, and weighted scoring schemes.
• Descriptive Levels: Set clear performance level descriptions for each criterion.
• Template Library: Start from pre-built templates for common assignment types.
• Version Control: Track rubric changes over time and maintain historical records.
• Collaborative Editing: Share rubrics with colleagues and co-develop standards.
• Import/Export: Use YAML, JSON, or Excel formats for easy editing and sharing.

name: "Research Essay Rubric"
total_points: 100
criteria:
  - name: "Argument & Analysis"
    weight: 40
    levels:
      - score: 4
        description: "Exceptionally clear thesis with sophisticated analysis"
      - score: 3
        description: "Clear thesis with good supporting analysis"
      - score: 2
        description: "Basic thesis with limited analysis"
      - score: 1
        description: "Unclear or missing thesis"

  - name: "Research & Sources"
    weight: 30
    levels:
      - score: 4
        description: "Excellent use of scholarly sources"
      - score: 3
        description: "Good use of relevant sources"
      # ... more levels

Every action is logged with complete version history. Perfect for quality assurance, compliance requirements, and academic integrity investigations.

Audit Features

• Version History: Track every change to feedback, grades, and rubrics.
• Timestamp Records: Precise timestamps for all actions and modifications.
• User Attribution: Know exactly who made each change and when.
• Change Diffs: Visual comparisons between versions showing exactly what changed.
• Export Capability: Generate audit reports for compliance and review.
• Immutable Logs: Tamper-proof logging ensures audit trail integrity.

Use Cases

• Grade appeals and academic misconduct investigations
• Quality assurance and peer review of marking
• Institutional compliance and accreditation requirements
• Training new teaching assistants on feedback standards
• Personal record-keeping and professional development