Adult learners4especially migrants and refugees4struggle with limited access to personalized instruction. Class sizes are increasing, course hours are shrinking, and many learners juggle full-time jobs while trying to master a new language.

Research shows individualized tutoring yields learning gains equivalent to 3-15 months of schooling, yet high costs make it inaccessible to those who need it most.

Existing AI tools primarily serve widely spoken languages and lack pedagogical alignment with structured education. Our project addresses this gap by developing a free, unbiased AI tutor tailored to smaller linguistic communities. With 70% of learners using digital tools daily and 75% expressing interest in AI tutoring, the demand is clear.