Rigor, with receipts.

Make Human LearningVisible in the AI Era

ProvenanceAI is building the future of education by making human learning visible and measurable in the age of AI. We help educators and institutions show their thinking process, not just final output. We track AI collaboration so growth becomes visible, coachable, and fair.

MVP deployed. Active pilots running.

Built in the classroom.
Ready to scale.

We're assembling a world-class team and early-stage partners to define the future of visible learning.

Current Traction

Built from a real classroom need
MVP deployed. Active pilots running.
ProvenanceAI moves fastest through real conversations with real educators and builders

What We're Building Next

  • • 30+ pilots secured for Fall 2026
  • • Pre-seed funding pathway ($1,000,000)
  • • Fractional CFO to chart financial roadmap
  • • Full-stack development engineer
  • • Sales/Marketing executive

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PROBLEM/OPPORTUNITY 1

AI Made Output Cheap. Learning Is Distance Traveled.

Traditional assessment is collapsing under AI-generated output. Output is cheap; the missing signal is process: effort, iteration, and growth.

Legacy LMS platforms only capture final submissions. But in a future of generative content, it's not about proving you didn't use AI. It's about showing how you used it well.

Legacy Learning

Output-Focused

Unknown Origin

Provenance Learning

Human-Centered

Sources
Verified Inputs
Prompts
Strategy
Drafts
Iterations
Authentic Submission
Distance Metrics: High

PROBLEM/OPPORTUNITY 2

Technical Knowledge Is Everywhere.
What Matters Is Growth.

Knowledge is everywhere now. What matters is the distance traveled—human contribution, tactical AI use, and sustainable learning relationships.

Three Stakeholders. One Crisis.

Higher Ed Administrators

Employers already didn't trust our evaluation of students. Now, AI is accelerating the higher-ed value crisis. Credibility is at stake. Workforce readiness concerns are intensifying.

Faculty Integrating AI Now

The only thing AI detection software is good for is promoting shame and secrecy. Grading has become LLM detective work. Assessment inconsistency and time pressure are making teaching unsustainable.

Students & Parents

Confusion on expectations. Over-reliance on AI. Skill erosion anxiety. Students need to show how they used AI well—not hide that they used it.

If employers are expecting AI proficiency, but universities aren't teaching it, why are we paying all this money.

The Solution

Reward Growth—Not Shortcuts.

We're not trying to become "the LMS." We're building the missing system schools need in the AI era: process visibility and growth measurement.

ProvenanceAI doesn't measure what students produce. It measures the distance they travel.

ProvenanceAI can stand alone or integrate directly into existing LMS workflows—
turning drafts, prompts, revisions, and collaboration into measurable learning distance.

Student View

Assignment 3
Verified Process Tracking
MVP Ready
Human Dist.
78%
Revisions
12
PMT"Analyze ethical conflict..."
REVCritical Human Intervention

Track Progress—Not Results.

Students see exactly what counts: reflection, revision, and real improvement. We transform the learning loop from a guess to a verified trail.

  • Real-time Human Distance signals
  • Automatic capture of prompt history
  • Visual trail from First Draft → MVP
The Workflow

The ProvenanceAI Path.

A structured, verified chain of custody that makes the learning process visible to everyone.

Assignment 3:
Ethics Analysis

Week 3
Research & Context
Drag & drop readings or browse
The Healing Organization
Chapter 4.pdf

The Shift

Three Distances We Measure.

Technical knowledge is everywhere now. What matters is growth: human contribution, tactical AI use, and sustainable learning relationships.

HD

Human Distance

How far did you push beyond the machine?

  • Original thinking that isn’t “just the model”
  • Synthesis across sources and ideas
  • Strong execution (rubric-aligned)
  • Deep iteration (quality gain, not word count)
LD

Leverage Distance

How effectively did you steer the AI?

  • Clear prompts with constraints + success tests
  • Smart refinement loops (not random retries)
  • Verification behavior (challenge weak outputs)
  • Transformation ratio (your edits vs. raw text)
WB

Well-Being

Is your technology relationship sustainable?

  • Flow vs. overwhelm (cognitive load)
  • Agency: steering vs. submitting
  • Consistency, resilience, recovery
  • Time-to-quality efficiency (prevent burnout)

Coming Soon: Geospatial Distance (GD) — Track where learning gains are happening geographically, temporally, and across networks.

Explore the Architecture

Select a module to learn more about our strategic build-out.

Proof of Process.

We don't ask "Did you cheat?" We ask "How did you learn?"
ProvenanceAI is the chain of custody for human thought.