# Limitations — AI File Renamer Benchmark Simulation

- **Simulation only:** no Zush or competitor application was executed.
- Raw results are generated from fixed modeled profiles and seed `20260817`; they are not measurements.
- The corpus contains synthetic text-derived fixtures, not real photographs, scans, PDFs, Office files, audio, video, RAW, HEIC, or design binaries.
- The simulation validates artifact structure, hashing, repeat aggregation, and scoring math only.
- Modeled latency is not wall-clock performance.
- The summary must not be used for product rankings, advertising, accuracy claims, or competitor comparisons.
- A future independent test must materialize licensed files, record exact installed builds and models, run every application, preserve unedited outputs, and publish environment and network-capture details.