A result is useful when the workload, baseline and verification procedure are clear.
Lossless workflows are checked against the original data, including byte-level equality where applicable.
Compression results are compared against established codecs under stated test conditions rather than isolated examples.
Evidence can demonstrate an outcome without publishing source code, proprietary formulas or implementation architecture.
Claims should be reproducible enough to evaluate while keeping confidential implementation boundaries intact.