Your students already use AI. Your school probably has a policy for that. But do you have a policy for evaluating what AI produces?
Most schools answered that second question with a shake of the head. Not anymore.
The Gap You Didn't Know Your School Had
By July 2026, Ohio school districts must have a formal AI policy. Michigan released guidance for districts in May. Maryland and Idaho have mandated AI literacy standards and local evaluation policies. Virginia is piloting AI evaluation programs. Oklahoma's deadline is 2027–28. At the federal level, the Department of Education has made AI literacy a grantmaking priority — and the 2029 PISA will assess media and AI literacy internationally for the first time.
Here's what almost every one of those policies addresses: how students use AI.
Here's what almost none of them address: how students evaluate what AI produces.
That's not a minor gap. It's a different problem requiring a different solution.
An AI use policy tells students what they can and cannot do with AI tools. An AI evaluation policy teaches them how to think critically about the outputs those tools generate.
One is about compliance. The other is about literacy.
Without an AI evaluation policy, you're relying on the hope that students will independently develop the skill to distrust a confidently-written, structurally sound, completely inaccurate response from an AI tool. That hope is not a strategy.
What a Real AI Evaluation Policy Looks Like
A useful AI evaluation policy has five components. Most current policies have one — the prohibition of AI for cheating. Here's what's missing:
1. Verification triggers
Define exactly when students must verify AI-generated content. "Always" is not a policy. "Any AI-generated statistic, date, or named study must be cross-referenced before use" is.
2. Evaluation framework
Pick one. The CRAAP test (Currency, Relevance, Authority, Accuracy, Purpose) works. So does the LATR method (Look up, Ask who, Tool check, Re-read). Consistency matters more than which framework you choose.
3. Documentation of AI use
Require students to note when they've used AI in the research process. Not as a confession — as a transparency layer. "AI used to generate initial list of sources, then verified via lateral reading" shows thinking, not cheating.
4. Grade-level expectations
K–5: Identify that content can come from AI or humans; flag anything that sounds "made up."
6–8: Apply lateral reading to AI-generated claims; identify obvious hallucinations.
9–12: Evaluate AI output for bias, logical fallacies, and missing context; understand the tool's limitations.
5. Approved tools
When your school adopts Sabia Librarian, that belongs in the policy. Not as a resource — as an instruction. "Students may use Sabia Librarian to evaluate sources and AI-generated content during the research process." This normalizes AI-assisted evaluation rather than treating it as a workaround.
A 5-Point Starter Policy (Copy This)
SCHOOL LIBRARY AI EVALUATION POLICY
Draft template for immediate adoption — adapt to your district requirements
Purpose: This policy governs not only the use of artificial intelligence tools but the evaluation of AI-generated content in student research. It supplements, and does not replace, existing academic integrity policies.
When Verification Is Required: Any AI-generated fact — including statistics, dates, author names, study citations, and event descriptions — must be verified using at least one authoritative external source before use in an assignment.
Evaluation Framework: All students will apply the CRAAP test (or school-approved equivalent) to any AI-generated source before citing it. The checklist includes: Currency (Is this current?), Authority (Who said this and what are their credentials?), Accuracy (Can this be confirmed elsewhere?), Purpose (Is the AI tool's output complete, or has it omitted key context?).
Documentation: Students must include a brief note of AI tools used in the research process in their assignment bibliography or process journal. Format:
AI tool name — purpose in research process — date.Tool Access: Sabia Librarian (sabialibrarian.com) is an approved evaluation tool for all grade levels and is available to students and staff at no cost for initial evaluation work.
Review annually. Coordinate with district AI use policy. Align with state information literacy standards.
How Sabia Librarian Supports Your Policy
Once your policy is in place, you need a tool that makes evaluation behavior teachable, repeatable, and documentable.
Sabia Librarian evaluates any source or AI-generated text against information literacy criteria — in English, Spanish, or Portuguese. Students get structured credibility feedback they can act on, not a thumbs-up/thumbs-down verdict.
For your policy implementation, Sabia provides:
- A practical reference tool students can use independently to verify AI outputs
- Structured evaluation output that demonstrates verification work has occurred
- Grade-level appropriate analysis that connects directly to the evaluation framework your school adopts
You don't need to retrofit your library program around the tool. The tool supports the evaluation habits your policy is designed to build.
The Window Is This Summer
Ohio schools have until July 2026 to have AI policies on file. Every state will follow. The question isn't whether your district will need a policy — it's whether your policy will include evaluation or only compliance.
The schools that build evaluation into their policies this summer will be better positioned when PISA 2029 results land, when state audits happen, and when a principal asks: "How do we know students are actually learning to evaluate what AI produces?"
This policy template gives you a starting point. Adapt it. Pass it to your administration. Put it in front of your school board before August.
The work of information literacy doesn't end at "don't cheat with AI." It ends when students can independently interrogate what AI produces and decide for themselves whether to trust it.
Your library is where that work starts.
Sabia Librarian supports school and district evaluation standards. Individual educators: start free at sabialibrarian.com. School library and district pricing available at sabialibrarian.com/pricing.
