PuanAIBeta
Methodology

How PuanAI turns IELTS practice into usable feedback

PuanAI is designed as a practice system. Scores, criteria summaries, and analysis blocks are meant to help learners see what caused a result and what to fix next.

Official-criteria-aligned scoring blocks
Result pages for one attempt and Progress views for repeated attempts
Different evidence by skill and assessment type

How the scoring flow is structured

The exact payload may evolve, but the product keeps the same learning intent.

Result pages explain one attempt in detail

Detailed band analysis, criterion notes, and revision-oriented feedback stay on the result screen for that single submission.

Progress pages show patterns across attempts

The Progress screen summarizes trends, criteria, distributions, and scoped breakdowns so repeated practice becomes easier to interpret.

Each skill returns a different kind of evidence

Writing, Speaking, Reading, and Listening do not all return the same blocks. The frontend renders the analysis the backend actually has instead of forcing one rigid report.

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 one submission. Progress aggregates repeated attempts into trends, criteria summaries, distributions, and patterns that show whether practice is working 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