Saved for website, app and report flows.
Accuracy & evidence

Confidence ko accuracy percentage samajhna galat hoga.

MAUZOP calculations, evidence strength, benchmark source and missing data ko alag-alag dikhata hai.

Evidence ladder

  1. Estimated / memory-based
  2. Owner-confirmed records
  3. Source files submitted and malware-clean
  4. Source-matched by an authorised reviewer

Reproducibility controls

Reports store an immutable input snapshot, engine version, benchmark snapshot, evidence manifest and hashes through trusted database paths.

Methodology FAQ

Does MAUZOP claim 100% accuracy?

No. Results depend on data quality, completeness, period alignment, source evidence and benchmark relevance.

Can AI change the report numbers?

No. Numeric authority remains with the deterministic rules and formulas.

What happens when data is missing?

Missing inputs remain visible and reduce confidence; MAUZOP does not fabricate them.

Are benchmarks universal?

No. Every benchmark must show source, version, confidence and validation status.