The platform

GitHub for student thinking.

Every assignment becomes versioned, time-based, explainable, attributable, and reviewable. Teachers no longer grade only the final PDF — they grade the thinking process, drafting evolution, revision behavior, and authentic understanding.

Layer 1

Writing Provenance Engine

The moat. Creative provenance — not surveillance.

  • Typing cadence, pauses, edits, deletions
  • Paste events and source consultation behavior
  • Revision timelines and drafting progression
  • Transparent AI interaction disclosure
Writing Provenance Engine interface preview

Think Figma version history, Git commits, Google Docs history — optimized for learning authenticity.

Layer 2

Authorship Intelligence

Probabilistic, explainable, teacher-facing.

  • Likelihood of authentic authorship
  • Consistency with prior writing samples
  • Conceptual understanding confidence
  • Abrupt style or sophistication shifts

Never definitive accusations. Critical legally, critical ethically.

Layer 3

Teacher Copilot

Where adoption happens.

  • Auto-generated oral follow-up questions
  • Personalized quizzes and in-class verifications
  • Revision history summaries
  • Vocabulary jump highlights with suggested checks
Teacher Copilot interface preview

"Ask the student to explain 'socioeconomic stratification' in their own words."

Layer 4

AI-Resilient Assignment Design

Canva for modern assessment.

  • AI-resistant prompts and local-context tasks
  • Personalized assignment generation
  • Oral defense modules
  • Process-heavy, collaborative assessments
AI-Resilient Assignment Design interface preview

Most-loved feature for teachers redesigning assessment in the AI era.

Layer 5

Student Mode

Not spyware. Study assistance.

  • Writing improvement and revision coaching
  • Citation and source help
  • Transparent AI disclosure built-in
  • Portable, authentic learning portfolio

Students can show an authentic learning timeline — useful for college, credentialing, and hiring.

The moat is not detection. It is the cognitive graph.

Writing fingerprints. Revision signatures. Authorship continuity. A dataset built one authentic draft at a time — impossible to backfill.

Talk to our team