One-liner. SSM-Audit adds a bounded stability lane a∈(-1,+1) beside your classical KPI m so leaders can see calm vs. churn early—without changing the number (phi((m,a)) = m). Hysteresis and order-invariant fusion make the signal steady, auditable, and cheap to run.
What to do next (3 steps)
- Pick 3 KPIs for a 30-day pilot:
Revenue_actual,Refunds_agreement,AR_collected_issued(or your equivalents). - Copy the appendix kit (CSV + Manifest + Verifier) and run the Mini Calculator (CLI) on a small slice.
- Enable band governance: publish the band state machine, alert budget, and owner SLA; start logging actions on downgrades.
30-day pilot plan (calculator-fast)
- Week 1 — Wire & prove: produce
pilot.csv, run C1..C16, confirmphi((m,a))=m, publish a read-only dashboard tile per KPI. - Week 2 — Band literacy: enable hysteresis; run a 20-min “what band means” walkthrough; suppress noisy alerts.
- Week 3 — Actions, not debate: work the first genuine band drops; record cause & fix; keep
munchanged everywhere. - Week 4 — Money lens: fill the CFO worksheet (Section 6) with realized lead time
D_lead, alert hours saved, and a first ROI cut.
What we ship (pilot deliverables)
- Data:
time,kpi,m,a,band,knobs_hash,build_id,stamp(no third-party data embedded). - Policy: bands, hysteresis, alert budget, and the acceptance note template.
- Proof: C1..C16 PASS, knobs fingerprint, (optional) stamp chain & anchor.
- Script: one-file Mini Calculator (CLI) for demo/CSV and SDI roll-up.
Guardrails (stability over noise)
- Integrity: numbers stay identical (
phi((m,a)) = m). - Steadiness: promote only if
Δa ≥ +0.05; demote only ifΔa ≤ −0.05. - Reproducibility:
a_out := tanh( (Σ w·atanh(a)) / max(Σ w, eps_w) ); batch == stream == shuffled. - Privacy: PII-free by default; keep stamps and knobs out of general-view tiles.
Out of scope (on purpose)
- No model replacement, accounting policy changes, or statutory conclusions.
- No redistribution of third-party raw data in this blog or kit.
- No auto-trades, auto-credit decisions, or safety-critical automation.
Adoption checklist (paste into your runbook)
- Manifest fixed for the whole pilot;
knobs_hashrecorded. - Owners named per KPI; alert budget ≤ 2/week/KPI.
- Acceptance note filed with at least one documented early fix.
- CFO worksheet produced with
V_total,C_impl,C_run,ROI_annual.
Navigation
Previous: SSM-Audit – Appendices — Mini Calculator (CLI) — Script (7.11)
Directory of Pages
SSM-Audit – Table of Contents
Explore Further
https://github.com/OMPSHUNYAYA/Symbolic-Mathematical-Audit
Disclaimer
Research/observation only. Not for operational, safety-critical, or legal decision-making.