From Product to Process: Rethinking How We Grade Writing in the Age of AI.
How teachers can design learning experiences where AI supports critical thinking without replacing the cognitive work that develops students' voices and independence.
You give an assignment, and a student turns in a well-polished essay the next day. For many teachers, the immediate question has become: Did the student actually write this? Lately, educators have spent considerable time policing student work, often uploading essays to AI-detection tools in an attempt to determine whether the writing was generated by artificial intelligence. This can be exhausting—and it does not necessarily address the larger problem.
As AI becomes increasingly embedded in our everyday lives, we risk becoming too dependent on technology to do the thinking for us. Cognitive offloading—transferring mental tasks to external tools—is becoming an important concern in education. So how should teachers respond? AI is changing how students write and learn, but the answer is neither banning it nor allowing unrestricted use. Teachers must deliberately design learning experiences in which AI supports thinking without doing the thinking for students.
Teachers should be concerned not simply with whether students use ChatGPT or other AI tools. The deeper issue is what happens when students routinely outsource brainstorming, reasoning, and drafting. This brings us to the concept of cognitive offloading.
Cognitive offloading occurs when individuals use external tools to reduce the mental effort required to complete a task. In fact, we have been cognitively offloading long before the arrival of generative AI. We use calculators to solve mathematical problems, calendars and planners to remember important dates, and GPS applications to navigate unfamiliar places. As Kate Jones (2025) explains, cognitive offloading is something people do naturally and regularly, often without even realizing it.
Cognitive offloading itself, then, is not necessarily the problem. The concern arises when students consistently offload the very cognitive processes that an assignment is designed to develop.
Consider Mia, a 10th-grade student who is asked to write an essay about a family tradition. Her teacher provides the writing prompt and an outline to guide the class through the assignment. Instead of developing the essay herself, however, Mia copies and pastes the teacher’s prompt into an AI tool and asks it to write the entire essay for her. And voilà! Within seconds, Mia has a polished essay ready to submit to her English class.
But what happened to the learning?
Did Mia practice developing a thesis statement? Did she learn how to craft an effective hook, organize her ideas, integrate and cite sources, or revise her sentences? Did she wrestle with spelling, punctuation, word choice, or the challenge of finding the right words to express an experience that belongs uniquely to her?
The concern is not simply that AI produced the essay. The concern is that Mia bypassed many of the cognitive processes the assignment was designed to develop. The finished product may look impressive, but it tells us very little about what Mia can actually do as a writer. More importantly, the essay may no longer sound like Mia at all. When students repeatedly surrender these thinking processes to AI, we have to ask: What happens to the development of their own voices, skills, and ability to think independently?
For years, I viewed AI in the writing classroom with suspicion. Students began turning in polished essays with perfect grammar and impressive vocabulary, but I wondered how much of the writing—and the thinking—was truly theirs. I spent hours checking their work with Grammarly, Turnitin, and GPTZero. If a report flagged more than 10% of an essay, I deducted points according to the percentage shown. I thought I was protecting the writing process.
Still, I kept asking myself: How could I teach students to write and think critically if AI could produce an essay for them?
At the time, I feared those skills would slowly slip away. That began to change when I participated in aiEDU’s Spark the Future: Building AI Literacy Champions in June. The training made me rethink what academic integrity means in the age of AI. I had worried that AI would weaken students’ critical thinking. Instead, I began to see that critical thinking is the skill we need to develop even more deliberately—so students can question, evaluate, and make their own decisions about what AI produces. I also began to focus less on the finished essay and more on how students arrived at it—the choices they made, the questions they asked, and the thinking they could explain.
This shift changed how I approached grading.
In March 2025, our school district introduced an AI Use Policy: Red Light means students complete the assignment without AI unless the teacher gives permission. Yellow Light allows AI for feedback, while Green Light allows students to use it as a thinking partner.
I adopted the policy in my classroom, but my approach to checking students’ work also changed. I stopped relying on AI detection tools to judge their essays. Instead, I began teaching students about AI’s limitations and making clear when and how they could use it. I wanted them to understand that AI might support their work, but it should never do the thinking for them. My goal was not to eliminate AI from the writing process. My goal was to make sure that students remained responsible for the thinking.
One idea from aiEDU stayed with me: academic integrity depends on clear agreements about what students are learning and how they will show that learning. If AI completes an assignment for a student who does not understand the material, the student misses the opportunity to learn. That realization pushed me to look more closely at the work behind the final essay: students’ drafts, revisions, and ability to explain their choices.
I began collecting evidence of the process.
For an essay about a family tradition, students first brainstormed their own ideas and wrote their own thesis statements. Before they began drafting, I checked their brainstorming sheets and annotations. This allowed me to see their initial thinking before an AI tool could potentially influence their ideas. Students then drafted their essays, participated in peer feedback, and revised their work. These steps became part of the evidence I used to understand their learning. The final essay was still important. I still evaluated organization, development, evidence, language, grammar, and other writing skills, but the final product was no longer the only evidence of learning.
Students could use AI for help with grammar, vocabulary, or the logical connections between ideas, but they had to disclose that use on an AI Disclosure Form submitted with the essay. I gave them prompts designed to make AI a thinking partner—one that asks questions and offers feedback while students make the decisions.
Yes, students were required to evaluate the info provided by AI. Instead of asking AI to write an entire paragraph, for example, students could ask it questions that encouraged them to examine their reasoning, identify gaps, or consider whether their ideas were clearly connected, but the responsibility remained with the student. Students were required to evaluate the information and feedback provided by AI rather than automatically accepting it. In other words, using AI became another opportunity to practice critical thinking.
Did this create more work for me?
Yes. I now assess both the process and the final essay. Looking at brainstorming sheets, drafts, revisions, and reflections requires more time than simply reading a final paper and assigning a grade; but that additional work has also given me something I did not always have when I focused primarily on the final product: a clearer picture of student learning.
AI has changed writing, but it does not have to diminish the writing process. Perhaps the answer is not to return to a classroom without AI. Perhaps the answer is to design classrooms in which students learn to use AI without giving up the thinking that makes their writing—and their learning—their own.
