AI, Language Equity, and the Future of Accessible Learning

In many classrooms today, especially in large cities like New York, you’ll hear an average of at least three languages in one room. In these cases, educators are navigating instruction across ten or more linguistic backgrounds at once while trying to maintain engagement, connection, and academic rigor.

In a recent conversation on EdTech Connect: Innovators in Conversation, with Arturo Guajardo, Director of K–12 Partnerships at Pocketalk, and Eric Stano, VP of Consulting, Curriculum, and Product Strategy at Magic EdTech, we unpacked how AI‑driven language tools and accessibility‑focused content design are reshaping what’s possible in multilingual education.

Moving Beyond Compliance Toward Genuine Equity

Both Arturo and Eric emphasized a shift happening across districts: the realization that multilingual accessibility can no longer be “nice to have.” It is essential, academically, socially, and emotionally.

For Arturo, equity begins with a deceptively simple goal: making students and families feel welcome.

Pocketalk’s work centers on removing the communication barriers that leave newcomers isolated not just from instruction, but from the school community itself.

“We often forget the role parents play,” Arturo noted. “When families feel disconnected because there’s no shared language, students feel that gap immediately.”

He described classrooms, especially in multilingual cities like New York, where teachers may be juggling 10 or more home languages at once. Technology, he explained, is not a replacement for teachers’ expertise; it is the support layer that allows them to reach every student.

Eric approached the question from another angle: the content itself.

He and his team build the courseware, the textbooks, modules, videos, assessments, and interactive learning materials used in classrooms. And with that comes a responsibility: ensuring every student has access to authentic, accurate, and culturally resonant translations.

Because, as Eric put it plainly:

“When translations feel off, whether the regional dialect is wrong or the phrasing is awkward, you’re asking students to spend cognitive energy just decoding the meaning instead of learning.”

It is not enough to produce text in another language. The translation must actually teach.

The Hidden Challenges: Volume, Authenticity, and Real Human Stakes

When asked about the biggest obstacles, both Arturo and Eric pointed to the same underlying truth: scale.

For schools, the diversity of languages present on any given day can overwhelm even experienced staff. Arturo shared a story from upstate New York: a Ukrainian student who had just arrived in the U.S. experienced panic during a fire drill because no one could explain, in their language, that it was only a drill. A simple translation could have prevented a traumatic moment.

That is the level of “basic communication” Arturo believes schools must no longer consider optional.

On the courseware side, Eric pointed to challenges far less visible to the outside world but equally impactful. His team recently translated over 6,000 learning assets – from printed textbooks to audio stories to interactive lessons, at a speed that would have been unthinkable even a few years ago.

“We translated around three million words in about four months,” Eric said. “In the past, that would have taken years.”

But speed alone was not the triumph. Maintaining authenticity in Spanish across subjects, from algebra to U.S. history, required constant iteration, fine‑tuning, and human review.

The reality, he emphasized, is that AI translation models are powerful but imperfect. When the educational stakes are this high, “good enough” simply is not good enough.

A Future with Fewer Barriers and More Belonging

The conversation ended with a shared optimism: a belief that we are only at the beginning of what language‑accessible education can look like.

Between tools like Pocketalk’s new QR‑based SENTIO platform, which allows dozens of languages to be translated in real time during live instruction, and the advancements in scalable, authentic multilingual courseware built by Magic EdTech, there is real movement toward classrooms where linguistic differences are a strength rather than a barrier.

But what stood out most from both Arturo and Eric was not the technology. It was the human intent behind it.

Belonging, as both leaders made clear, is not compliance. It is equity. It is dignity. It is the foundation of learning itself.