06 — AI translation
Why Google Translate doesn't meet IDEA's native-language standard.
The honest version: AI translation is genuinely useful for some school content. It is also a liability when used on the wrong document. Here's the line.
The short answer
Use AI for low-stakes. Use humans for IFSPs and IEPs.
Machine translation is fast, cheap, and increasingly good at routine prose. For a newsletter, a school-event flyer, or a website widget, it's a defensible workflow when paired with light human review.
For IEPs, procedural safeguards, evaluation reports, prior written notice, consent forms, and discipline letters — it isn't. The errors machine translation makes on specialized terminology, on legal phrasing, on conditional language, and on culturally specific concepts are the exact errors that invalidate consent and create due-process exposure.
Where MT fails on IFSPs and IEPs
Specific failure modes.
- Specialized terminology drifts. "Least restrictive environment" doesn't have a clean cognate in most languages and will be rendered as something close-but-wrong by an MT system.
- Conditional and procedural language collapses. "If the parent does not consent, the district may proceed only by..." routinely loses its conditional structure in MT output.
- Acronyms get translated literally. BIP, FBA, FAPE, IFSP, PWN — all rendered as if they were words.
- Culture-bound concepts get flattened. "Parental consent" implies a specific procedural posture in U.S. law that doesn't translate cleanly into systems where parental authority works differently.
- The output looks fluent. Which is the problem. A district reviewer who doesn't read the target language sees a document that looks correct, and signs off.
The October 2025 CDT brief
What the research found.
The Center for Democracy and Technology's October 2025 brief found that 57% of teachers reported using AI to develop an IEP or 504 plan during the 2024–25 school year — up 18 points from the year before. The brief warned that uncritical use can violate IDEA's individualization requirements and FERPA's privacy requirements — particularly when teachers paste student PII into general-purpose AI tools.
The right answer isn't "no AI." It's "AI as drafting assist, with human translator review and FERPA-aligned tooling." That's what we do.
Where AI is fine
Where machine translation actually fits.
- School newsletters, general announcements
- Website copy that's reviewed by a human in the loop
- Routine appointment reminders
- Informational content with no legal effect on the family
For these, machine-translation post-editing (MTPE) at a lower price point is a reasonable workflow. We offer it. Districts know which workflow they're buying.
The right workflow for the right document