Detection doesn't work. Process does. Our assessment philosophy is built on transparency, verification, and authentic demonstration of learning.
AI detection tools are unreliable, punitive, and miss the point entirely.
AI detectors produce high false-positive rates—flagging human-written work as AI-generated and missing actual AI use. They're especially biased against non-native English speakers and students with learning differences.
Research shows detection accuracy as low as 50–70% in real-world conditions. That's not defensible.
Detection creates adversarial relationships between students and teachers. It assumes guilt, encourages evasion, and teaches students to game the system instead of learn.
We're not trying to catch cheaters—we're building transparent learning environments.
Detecting AI use doesn't address why students use it inappropriately—unclear expectations, assessments that can be easily automated, or lack of skill development. Detection is a band-aid, not a solution.
Better pedagogy > better policing.
Instead of trying to catch AI use after the fact, we build transparency and verification into the learning process itself.
Instead of trying to detect AI use, we make the learning process transparent—so you can verify authentic understanding.
Students document every step of their AI use: prompts, iterations, failures, refinements, and decisions.
Tools Included:
Students complete checklists proving they understand their work—not just that they produced it.
Tools Included:
Students explain their work, reasoning, and process in live conversations that can't be AI-generated.
Tools Included:
Uses AI tools to research, draft, revise—but documents every prompt, decision, and iteration in their process log.
Completes checklist demonstrating understanding: "Can you explain this concept without AI?" "What would you change?" "Why did you make this choice?"
Brief (5-10 min) conversation with instructor: walks through their process, answers probing questions, defends their reasoning.
Has complete audit trail: the work, the process, the verification, and the defense—defensible evidence of authentic learning.
Result: You can confidently assign grades knowing students genuinely understand the material.
Every curriculum includes detailed, ready-to-use assessment tools—no guesswork required.
Every assignment includes a comprehensive rubric with clear criteria for evaluation—defend every grade you assign.
Process Documentation (25%)
Complete log of prompts, iterations, and decisions with clear reasoning
Critical Evaluation (25%)
Identifies AI limitations, evaluates outputs, demonstrates independent thinking
Final Product Quality (30%)
Meets assignment requirements with evidence of refinement and iteration
Oral Defense (20%)
Articulates process, defends choices, demonstrates understanding
Structured protocols for brief verbal assessments that verify genuine understanding—impossible to AI-generate.
Note: Oral checks are brief (5-10 minutes) and can be conducted during class, office hours, or via video. Question banks include 20-30 questions per assignment—instructors select 3-5 based on student work.
Students maintain transparent records of their entire AI interaction—creating a verifiable trail of their learning process.
Initial Prompts
First attempt + what they were trying to achieve
AI Responses
Screenshots or copy-paste of outputs
Iterations & Refinements
How prompts evolved, what changed and why
Failures & Dead Ends
What didn't work, lessons learned
Decision Points
Why they chose one path over another
Final Reflection
What they learned, what they'd do differently
Process logs make AI use transparent, not hidden. Students can't submit AI-generated work without understanding it—because they have to explain every step. Instructors can trace the learning journey and identify where students struggled, grew, or need support.
Real examples of student work, process logs, rubrics, and oral check protocols (student information redacted).
Complete student documentation of AI-assisted research project with prompts, iterations, and reflections.
Includes:
Detailed rubric for AI ethics policy memo with scoring examples and instructor notes.
Features:
Complete question bank and scoring guide for 10-minute oral defense with sample responses.
Contents:
Student self-assessment tool with comprehension checks and understanding verification.
Sections:
Curated semester portfolio with reflective essay and complete process documentation.
Artifacts:
Student-written AI ethics policy with instructor comments showing assessment in action.
Highlights:
Full sample artifacts with complete rubrics, scoring guides, and student work examples are available in the curriculum preview. Request access to explore complete assessment materials.
Request a curriculum preview to explore complete rubrics, sample artifacts, oral check protocols, and assessment guides.