JNO Systems provides independent audits of AI tools used in science education, identifying scientific errors, standards misalignment, and hidden system risks before they impact your students or your program.
Flat fee. 5 to 7 day turnaround. Clear adoption recommendation.
In science classrooms, that risk is amplified:
AI-generated explanations can introduce subtle scientific errors.
Standards-aligned outputs often fail real NGSS or AP expectations.
Source-grounded systems can silently fail without users realizing it.
Schools are adopting tools they cannot fully evaluate.
Most AI tools are optimized for fluency, not scientific or instructional validity.
JNO Systems evaluates AI tools at the point where it matters most: real classroom use.
A focused evaluation of one AI tool in one defined classroom use case.
Example: NotebookLM used by AP Biology students to generate Unit 4 study guides.
Clear recommendation: Use, Use with constraints, or Do not use
Identified scientific errors, misleading explanations, and hidden failure modes
Standards alignment validation (NGSS, AP, state frameworks)
Classroom risk flags and observed failure modes
Actionable next steps for safe implementation
Flat Fee: $350 | Turnaround: 5 to 7 business days
Start My Audit →JNO Systems has completed a two-part audit series across Earth Science and AP Biology using a structured, repeatable evaluation framework.
JNO Systems sits at the intersection of science education and AI system evaluation.
Submit your request to evaluate a specific AI tool used in your science classroom, course, or program. You will receive a structured audit with clear findings, risk flags, and a direct recommendation within 5 to 7 business days.
Flat fee: $350 per audit
You will receive a confirmation and next steps within 24 hours.