Official files first
Cutoffs start with MCC allotment PDFs. Each imported file keeps its source URL and SHA-256 hash.
Verifiable by design
See where every number came from.
The predictor keeps the useful counselling data and drops candidate names and application numbers during extraction.
No candidate profiles
The pipeline discards names, roll numbers and application numbers before the data reaches the product.
Checks before publish
Rank order, duplicate AIRs and row counts are checked before a dataset is exported.
MCC PDFSource file and hash
ExtractUseful columns only
ValidateRanks and duplicates
EstimateExplainable fit bands
About the percentagesThe fit percentage uses a transparent distance-to-cutoff heuristic over complete 2025 MCC results. It is not a backtest or an admission guarantee.