Long-tail guide · claim-safe

Where GSRF fits (and where it does not)

Application guides restate the locked claim ladder only. Not vertical ROI guarantees. Not “GSRF wins every plant.”

Zero Overshoot (GSRF Practical) is a log-space soft thermostat: kill mid-band ring, compress peaks toward a declared normal x*, then hand a calmer series to models or supervisory logic. Each guide below is a mini-site for one buyer question.

Locked numbers: Evidence · Industrial batteries: Phase 5 note · Sources: Citations & datasets

Questions people actually ask

What applications is GSRF designed for?

Pre-model sensor hygiene (PdM/industrial AI), mid-band oscillation calm, peak compression toward a normal, and careful shadow/supervisory command shaping — not delayed closed-loop command smoothing or fixed-FA residual alarms.

Does GSRF work on any industrial plant?

No universal plant guarantee. Synthetic Phase 5 batteries are regime-bounded; DAMADICS real-plant first look published partial and loss. Validate on your traces with gsrf-bench.

Where do I start evaluating?

Try snippet → gsrf-bench on CSV → Evidence safety cage → commercial license for production. See integration overview.

Request Audit Pack Try snippet Evidence Research