Process over Product in the Age of AI:
Making Thinking Visible in AP Classrooms
July 23, 2026,
To change the photo:
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"How do you know learning occurred if AI helped create the final product?"
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Dr. Marla James
Product in the Age of AI
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What if we make the entire learning journey part of the assessment?
Make visible the ecosystem of human thought & AI interaction
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“Evaluate the extent to which the First Amendment protects controversial speech in the United States.”
Student A: The First Amendment protects controversial speech because free expression is a cornerstone of American democracy. Supreme Court decisions such as Tinker v. Des Moines and Texas v. Johnson have reinforced the idea that speech cannot be restricted simply because it is unpopular. While there are limits to speech, including threats and incitement, most controversial expression remains protected. These protections encourage political participation and the exchange of ideas. Therefore, the First Amendment provides broad protections for controversial speech in the United States.
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“Evaluate the extent to which the First Amendment protects controversial speech in the United States.”
Student B:The First Amendment generally protects controversial speech, although the Supreme Court has identified specific exceptions. In Texas v. Johnson (1989), the Court ruled that flag burning constituted protected symbolic speech. Similarly, Tinker v. Des Moines (1969) affirmed that students retain constitutional rights in school settings. However, speech that creates a true threat or incites imminent lawless action may be restricted. By balancing individual liberty with public safety, the Court has maintained broad protections for controversial expression while recognizing necessary limitations.
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“Evaluate the extent to which the First Amendment protects controversial speech in the United States.”
Student C: Controversial speech receives substantial protection under the First Amendment because democratic governments depend on open debate. Supreme Court decisions such as Texas v. Johnson demonstrate that even speech many citizens find offensive remains protected. However, the Court has distinguished controversial speech from speech that presents immediate danger, including incitement and true threats. These distinctions attempt to preserve both liberty and public order. As a result, the First Amendment protects most controversial speech while allowing limited restrictions in exceptional circumstances.
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Which student appears to have learned the most?
Student A
Student B
Student C
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What IF?
Student A:
✓ Final essay only
No notes
No draft history
No planning document
No reflection
No evidence of process
Student B:
✓ Final essay
✓ ChatGPT-generated outline
✓ One draft
✓ Reflection:
"I used AI to generate an outline and then rewrote the response in my own words.“
Limited evidence of thinking or revision.
Student C:
✓ Final essay
✓ Initial handwritten brainstorm
✓ AI conversation showing question refinement
✓ Source evaluation notes
✓ Three drafts
✓ Revision commentary
✓ Two-minute video reflection explaining changes
Excerpt from reflection:
"My first draft focused only on free speech protections. After reviewing the cases, I realized the prompt required analysis of limitations as well. I revised my argument to address both constitutional protections and exceptions."
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Which student provides the strongest evidence of learning?
C
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Process over Product in the Age of AI: Making Thinking Visible in AP Classrooms
Evidence Sorting Activity
AP Specific Applications
Redesign
Necessity of Alternatives to AI Bans
Assessment Framework
What Documented Learning Looks Like
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2024 Annual Work Trend Index
World Economic Forum, 2025
86% of kids 9-17 use or interact with AI; 52% use it weekly
Common Sense Media, 2026
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AI readiness Report -- Pearson
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AI in the Workforce:
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What Documented Learning Looks Like:
Moving from the Product-Obsessed Assessment to
Process-Driven Learning
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It captures three critical layers of cognition:
3. The Final Output & Reflection (Articulating how & why decisions were made.)
2. The AI Interactions & Edits (Prompting, Vetting, Refining)
1. The Human Ideation & Strategy (Brainstorming & Early Drafting)
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Students document the process as they work—not afterward.
Teachers sample evidence rather than grading every artifact.
Rubrics shift emphasis from policing AI to evaluating thinking.
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Research Log:
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AI Iteration Trail:
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Synthesis Matrix:
quotes, summaries, key points, paraphrases
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Summative/Reflective Videos:
For Paper 3, you created two research questions in 11-1 and refined them in 11-2. In your research journals, you analyzed 6 sources and identified key points and quotes/paraphrases and summarized the authors' ideas. In your synthesis matrix, you determined the information in each source that aligned with your paper's themes. In paper 3, you used that information to help support your claim (composed along with your synthesis matrix).
For this assessment, you will add audio/video narration to your 14-2A slide presentation. The narration should analyze your research journey. Subsequently, you will end by responding to a set of digital defense questions in Canvas using Lockdown Browser.
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Provide Rubric
Excerpt: Scale to 0
Also includes:
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Process Portfolios
Artifacts to include: (Vary by YOUR requirements)
□ Initial brainstorming notes
□ AI conversation screenshots
□ Research matrix
□ Annotated bibliography
□ Teacher conference notes
□ Draft 1
□ Draft 2 with peer comments
□ Final paper
□ Revision reflection
□ MLA Works Cited
"What evidence of learning do you see here?"
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Does this mean everything has to be a “research paper”?
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“Documented Learning” can culminate in many different products while preserving rigorous research expectations. ��
The research process remains constant.
The final product changes.
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**We are assessing the quality of the research process—not loyalty to a single product.
Projects should require students to:
Possible final products:
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Students Use AI as a Collaborative Partner—not a Substitute
Historical Discussion Panel
Interactive Historical Tour
Digital Comic or Graphic Narrative
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Innovative Ways Students Can Demonstrate Learning
Research That Students Can Hear, Watch, Experience, and Interact With
Audio Experiences
Interactive & Multimedia Projects
Cross-Disciplinary Research
Examples:
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What to include:
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The Product May Change......The Research Process Does Not.
The paper is no longer the assignment. Research is. The paper is simply one possible expression of documented learning.
Question
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Research
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Evaluate Sources
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Use AI Critically
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Fact Check
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Revise
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Reflect
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Choose the Best Medium
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Share Learning
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By Discipline:
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LEQs & SAQs: Scaffolding Process
Fact Check & ANNOTATE!
Sarah’s CCOT Map:
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Excerpt from Sarah’s Reflection: “…AI argued that the 'domestic sphere’
stayed the same for everyone. This is historically inaccurate; poor and
immigrant women couldn't afford to remain in a home sphere. I revised my
1860 map to emphasize class differences…"
Sarah’s AI stress-test critique demonstrates authentic historical analysis. She identified an inaccuracy in the AI's generalization on the “Cult of Domesticity” and contrasted it with the reality of working-class immigrants.
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Stimulus-Based Writing Assessment >>
We’re not grading AI use; we’re grading evidence of thinking!
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12-Minute Challenge >> “If students are assigned rigorous research, but do not write a traditional paper, what could they create instead?” (Work with someone near you)
Step 1: Together, identify 1 research assignment you currently teach (or have taught).
Step 2: Reimagine the Product, Without reducing the academic rigor, redesign the final product.
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15-Minute Challenge >> “If students are assigned rigorous research, but do not write a traditional paper, what could they create instead?” (Work with someone near you)
Examples of evidence:
Step 3: Identify 3 pieces of evidence students would submit to document their learning.
Step 4: Share with everyone. Post your idea to Padlet.
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Padlet QR Code
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Review Colleagues Posts on Padlet:
Which idea could you implement tomorrow?
Which products naturally encourage deeper thinking?
Which documentation strategies would give you greater confidence that students actually learned?
“If students can demonstrate deep learning through many different products, should the research paper remain our default—or simply become one option among many?”
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“To succeed in this ever-changing world, each student needs to be dynamic.
Their capacity to embody adaptability and enthusiastically create will be their
life raft in the sea of change” (James, 2026).
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We cannot continue assessing
invisible thinking in an age
when visible products can be
generated instantly.
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Thank You!�Marla
Dr. Marla James
mjames@unioncatholic.org
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All original images created using NotebookLM and Google Gemini. Stock images courtesy of Pixabay.
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