PuanAIBeta
Methodology

How PuanAI scores IELTS practice and analysis

PuanAI is designed as a practice system: scoring, criteria summaries, and learning analysis blocks are meant to help learners see patterns quickly and practice again.

Assessment-specific analysis blocks
Aggregated Progress data across repeated submissions
Separate result pages for single-task feedback

What the scoring flow looks like

The exact payload may evolve, but the product structure follows these principles.

Single submission results stay on result pages

Detailed band analysis, criterion notes, and revision-oriented feedback belong to the individual result screen after one submission.

Progress focuses on aggregate patterns

The Progress screen is built from analysis data that summarizes trends, criteria, distributions, and scoped breakdowns across multiple attempts.

Each skill uses a different analysis density

Writing, Speaking, Reading, and Listening do not all return the same blocks. The frontend renders what the backend returns instead of forcing one rigid layout.

Methodology FAQ

Does PuanAI give official IELTS scores?

No. PuanAI provides AI-estimated practice scores and analysis designed to support preparation, not official exam certification.

Why do some skills show different analysis sections?

Because the backend returns assessment-specific structures. Writing often emphasizes criteria and distributions, while Reading, Listening, and Speaking can include scoped breakdowns.

What is the difference between Result and Progress?

Result is for a single submission. Progress aggregates repeated attempts into trends, criteria summaries, distributions, and strengths or weaknesses over time.

Can the methodology change over time?

Yes. As prompts, scoring logic, and analysis structures improve, the exact payload and UI blocks can evolve while keeping the same product intent.

Methodology

Move from methodology into real practice

After understanding how the system scores practice, open a public hub and run one Writing, Speaking, Reading, or Listening attempt.

Open IELTS practice