Healthcare · evidence by design
CMS · OCR · OIG

The regulated workflow, on record

Healthcare teams need a record a reviewer can re-walk.

Plumbline helps teams capture the evidence around prior authorization, clinical decision support, coverage determinations, and utilization review — so the next compliance question starts with a replayable record, not a scramble through disconnected systems.

Start with a healthcare evidence pilotSee a sample evidence trail
DecisionWhat the model returned
ContextWhat the reviewer needed
HandoffWhat the record carried forward
Evidence brief / healthcare
Inputs and policy context are preserved
Reviewer action sits beside model output
The handoff remains exportable later

Qualifier

Illustrative workflow framing — not a certification, legal opinion, or substitute for your compliance review.

01 · The regulatory lens

Compliance and clinical reviewers are asked for the path, not just the outcome.

CMS, OCR, and OIG questions vary by program and context. The common thread is the request for evidence: what happened, who reviewed it, which controls mattered, and whether the organization can explain the exception.

Use this as a conversation starter — not legal advice.

CMS lens

Can the organization show how a coverage decision was reached, reviewed, and communicated?

Keep the operational record close to the decision instead of treating audit preparation as a separate reporting project.

OCR lens

Can a reviewer trace the data, access path, and human context behind a clinical AI output?

Make provenance and reviewer context visible without implying that a product alone satisfies legal or regulatory obligations.

OIG lens

Can the team explain controls, exceptions, and follow-up when a high-impact workflow changes?

Connect the decision record to the evidence and training conversations that help teams investigate what happened next.

02 · The healthcare workflow

From the request in the queue to the evidence a reviewer can defend.

Different teams own different moments. Keep the narrative continuous across the clinical, operational, and compliance handoffs without flattening them into one generic dashboard.

Plumbline sample replay showing a prior-authorization decision record.
01 · Capture the decision surface
Prior authorization
Start with the request that gets escalated: the inputs, model output, policy context, and human handoff captured before the case disappears into a queue.
Run the evaluation pilot
Plumbline evidence view showing reviewer context and provenance.
02 · Make reviewer context legible
Clinical decision support
Give a reviewer the record behind a CDS flag: what the system saw, what it returned, which evidence was available, and where clinical judgment entered the path.
Inspect sample evidence
Plumbline export view showing an evidence handoff for review.
03 · Package the handoff
Coverage determinations & utilization review
Turn a completed review into an evidence package your compliance, clinical operations, and legal teams can inspect without reconstructing the workflow from spreadsheets.
Open role-based training

03 · Evidence that survives the handoff

Replayable records for the questions that follow the decision.

The practical test is whether a compliance or clinical operations reviewer can follow the decision without the original builder in the room. Plumbline keeps the record, reviewer context, and exportable handoff close enough to inspect together.

Replay

Walk back from outcome to input.

Context

Keep human review beside model output.

Export

Carry the evidence into the next review.

Evidence → question
Plumbline framework context panel connecting evidence to audit questions.

04 · The compliance conversation

Bring the workflow your compliance team actually has to defend.

Tell us where the evidence path breaks today — prior auth, CDS, coverage review, or utilization management — and we can shape the next conversation around that surface.

Explore the pilot