What AI Can and Cannot Do for Standardized Test Prep

Every spring, as testing windows open across the country, my inbox fills with pitches for AI tools that promise to raise scores. Some of these tools are genuinely useful. Many are not. After watching educators try them in real classrooms, I want to offer an honest accounting of where AI helps with test preparation and where it can quietly do harm.

Where AI genuinely helps

The strongest use is diagnostic. AI can analyze patterns in student work quickly and surface where a class is struggling, which lets a teacher reteach with precision instead of guessing. It is also effective at generating varied practice items aligned to a standard, giving students more reps than a single worksheet allows. And for English learners and students with disabilities, AI-driven accommodations can make practice materials accessible in ways that used to require hours of manual adaptation.

Where it quietly makes things worse

The danger is mistaking fluency for learning. A tool that walks a student to the right answer every time can produce a student who performs well on practice and collapses on the real assessment, because the scaffolding is gone. There is also a narrowing effect. When test prep becomes the dominant use of AI in a classroom, students learn that these tools are for extracting answers rather than for thinking, which is exactly the opposite of the habit we want them to build.

And accuracy still matters. AI-generated practice items occasionally contain errors or subtle misalignments with a state's standards. A teacher who deploys them without reviewing them is gambling with instructional time.

The principle that should guide the choice

Use AI to help you teach, not to replace the productive struggle that produces learning. The goal of test preparation was never the test. It was the understanding the test is meant to measure. Tools that deepen understanding are worth the spring rush. Tools that simply shuttle students toward answers will cost you in June what they seemed to save in April.

Janette Camacho, Ed.D., is the founder of iTeachAI Academy, a Google for Education Certified Trainer and Coach, FETC 2024/2025/2026 Featured Presenter, Adobe Creative Educator, Apple Teacher, and EdTech Digest 2026 Honoree. With 28+ years of K-12 classroom experience, she has facilitated AI professional development for educators across all 50 states.