Pipeline read PII-prevalence reader Drift-SEV console jeffpinto.com ↑

Synthetic demo · metric-SEV on a PBM

Your savings number lives on a dashboard nobody watches. What pages someone when it drifts?

A documented metric bound, wired to a pager. The console lands on the verdict; press play and a lowest-net-cost routing metric drifts past its bound, fires a SEV, and opens its runbook. The dashboard never changes; the on-call does. One click plays it; the second panel steps a prior-auth subgroup gap to a SEV-1.

Verdict
Day 0 / 40

Panel 1 · Lowest-net-cost routing yield on an on-call

INSIDE BOUND, no page. Routing net-cost-per-fill nominal.
net-cost-per-fill, % above plan target bound = 3.0% → SEV-2
● SEV-2 · ROUTING DRIFTPAGES ON-CALL
Metric
Lowest-net-cost routing yield (net-cost-per-fill vs plan)
Bound
> 3.0% above target
Observed
Fired
Blast radius
Top-line financial: the savings claim erodes silently
Response
On-call paged. Per-partner routing share reviewed within 1h.
Runbook RB-ROUTING-001 — open

First 5 minutes

  • Acknowledge the page. Confirm the breach is real, not a price-feed artifact.
  • Pull per-partner routing share for 14 days. Find which partner's stale price moved the mix.
  • Check for a concurrent formulary change, contract update, or partner outage.

Decide

  • A savings number that drifts unpaged is a number you can no longer stand behind. Page, do not average it away.
  • Stale price feed correlates: freeze routing to last-known-good partner ranking pending refresh.
Generated post-mortem template

Panel 2 · Prior-auth subgroup parity ledger

Subgroup approval-rate gap within bound. No page.
Step each weekly PA review. The approval-rate gap between subgroups widens toward over-denial; crossing 4 pp pages a SEV-1.
● SEV-1 · PA SUBGROUP GAPPAGES ON-CALL
Metric
Prior-auth approval-rate gap, subgroup vs baseline
Bound
> 4.0 pp gap
Observed
Blast radius
Clinical / regulatory: a member denied a needed drug
Response
Licensed-clinician review before any automated denial stands.
Runbook RB-PA-001 — open

First 5 minutes

  • Page on-call clinical owner. Hold automated denials for the drifting subgroup.
  • Pull per-subgroup PA decisions for 14 days; confirm the gap is real, not a coding artifact.
  • Bias toward holding the automated decision; over-denial is harm-bearing.

Context

  • This is the surface under active litigation at the medical-claims insurers; presented as analogy, not a PBM precedent. A decision surface that cannot show when it drifts is a liability waiting for a docket number.

Sources & method