01
Writing Provenance Engine
Cadence, pauses, edits, paste events, revision timelines, source consultation, AI disclosure. Creative provenance — not surveillance.
Authenticity infrastructure
Verified human authorship.
WithVerity is not an AI detector. It is provenance, behavioral telemetry, assessment tooling, and teacher workflow infrastructure — the trust layer for how students actually think, write, and learn.
Signals we honorTyping cadenceRevision timelinesSource consultationDrafting progressionDisclosure eventsCognitive engagement
The reframe
Not "was this written by AI?"
We ask: "Did this student authentically produce — and understand — this work?"
Detection is adversarial, fragile, and commoditized. Verification is positive-sum, institution-friendly, and category-defining. WithVerity treats every assignment as versioned, time-based, explainable, attributable — a Git history for cognition.
"Reading rooms, drafting tables, hand-bound notebooks — the rituals of authentic thinking."
The Verity stack
Six layers. One thesis: verified human authorship as foundational infrastructure.
02
Authorship Intelligence
Probabilistic, explainable, teacher-facing confidence — consistency with prior writing, conceptual depth, style continuity. Never definitive accusations.
03
Teacher Copilot
Auto-generated oral follow-ups, personalized quizzes, in-class verification prompts, revision summaries. Where adoption happens.
04
AI-Resilient Assignment Design
Local-context prompts, oral defense modules, process-heavy assessments. Canva for modern assessment design.
05
Student Mode
Study assistance, writing improvement, transparent AI disclosure, portfolio building. An authentic learning timeline students are proud to show.
06
Longitudinal Cognitive Graph
The real moat. Writing fingerprints, revision signatures, authorship continuity — a dataset that compounds and resists replication.
Inside the product.
Calm, evidence-led interfaces designed for teachers, students, and institutional trust.
Writing Provenance
Revision timeline, typing cadence, paste events — a defensible authorship picture.
Teacher Copilot
Auto-generated oral follow-ups and vocabulary checks, ready before class.
Assignment Designer
AI-resilient templates with personalized prompts and in-class verification.
The moat
Longitudinal behavioral data.
Not LLM detection. Over time the system learns how each student writes, revises, thinks, structures arguments, and improves. That dataset compounds.
Writing fingerprints
Per-author baselines built from authentic drafting.
Revision signatures
Patterns of edit-rhythm and thought refinement.
Authorship continuity
Style consistency tracked across assignments and years.
Source provenance
Where ideas came from, when, and how they were integrated.
"Provenance is older than software. A wax seal, a witnessed signature, a chain of custody."
Education is the wedge. Trust is the category.
- Phase 1
Beachhead
Private schools, universities, online learning platforms, tutoring organizations. Fast procurement, real pain.
- Phase 2
Infrastructure
Deep integrations with Google Classroom, Canvas, Moodle, Brightspace, Blackboard.
- Phase 3
Category
Certification, remote testing, enterprise training, hiring assessments, journalism provenance, knowledge-worker authenticity.
"As AI commoditizes content generation, the scarce resource becomes verified human cognition."
The WithVerity thesis