Beni
Read about Beni's approach to AI Governance in K-12

AI Governance for Multilingual Education

AI tools are transforming ELL instruction — real-time translation, language scaffolding, adaptive vocabulary practice, and fluency assessment. But these tools collect language proficiency data and home language information from your most vulnerable students.

English Language Learner Programs

Additional Safeguards for the Unique Data ELL Programs Generate

Beni ensures that the AI tools supporting English language learners meet the same governance and privacy standards as every other tool in the district, with additional safeguards for the unique data ELL programs generate.

  • Language data protections — AI tools that process home language surveys, proficiency scores, and language classification data are flagged for elevated data privacy review
  • Translation tool governance — real-time translation tools used in parent communication and instruction are vetted for accuracy and data handling practices
  • Scaffolding without surveillance — AI scaffolding tools can support language acquisition without building profiles that track students beyond the educational purpose
  • COPPA compliance for younger ELLs — many English learners are in elementary grades where COPPA adds additional requirements to AI tool use
  • Cultural sensitivity in AI tools — evaluation framework includes whether AI tools perform equitably across languages and cultural contexts
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Common Use Cases

AI Translation Tools

Districts using AI for parent communication and classroom translation need governance over what data these tools collect and retain.

Adaptive Language Practice

AI-powered language learning platforms must be evaluated for data practices, especially when they track proficiency progress over time.

Assessment & Placement

AI tools used for ELL proficiency assessment and program placement decisions process sensitive classification data that requires strict governance.

Content Scaffolding

AI that adapts content difficulty for language proficiency needs to be governed to ensure equitable access without creating limiting student profiles.

Ready to Govern AI for Your ELL Programs?

Beni gives you the governance layer to use AI safely while supporting multilingual learners.

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