Training Readiness Analysis

Data Quality

Upload your dataset and get an instant quality report - PII detection, completeness scores, and an AI-powered model readiness verdict.

CSVJSONXLSX≤ 50 MB

Upload Dataset

Drop your CSV, JSON, Excel or Parquet file here

or click to browse (Max 50MB)

Missing & duplicates

Per-column missing value rates and duplicate row detection

PII detection

Flags personally identifiable columns before training

Model readiness score

Composite 0–100 score with penalty breakdown

AI recommendations

Gemma 4-powered fix suggestions tailored to your data

Tip: Generate a clean dataset first on the Generate page, then upload it here to validate before training your model.