03 / 03   LANGUAGE MODELS / LEARNING

Feedback can be more useful than a score.

An LLM-based concept for analyzing English writing and supporting learners preparing for exams such as IELTS and TOEFL.

Decorative Persian collage for Writo
ILLUSTRATION / WRITO

01 / THE QUESTION

The problem

A writing score says little about what someone should improve next. Learners need feedback they can understand and use.

02 / THE MAKING

My role

  • I helped define the product idea and the writing-assessment flow.
  • I explored how language models could analyze text and identify qualities relevant to writing improvement.

03 / THE REALITY

Where it stands

Writo gave me early practical experience turning LLM capabilities into a focused product concept.

A note on scope. I am not claiming user numbers, exam-score gains, or a currently available public product.