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HC-OPS-027 / CLINIVANTA VIRTUAL HEALTH

A telehealth platform learned to fail safely

One clinical escalation model replaced fragmented override and after-hours paths across 26 specialties.

Clinivanta Virtual Health

Rapid service growth created multiple rule paths, inconsistent escalation ownership, and operational workarounds that were invisible to the product backlog.

26 specialties · 48K monthly encounters · 2022–2023 · 8 months · managed service

The problem beneath the brief

The platform could route normal visits, but it could not reliably explain which safety rule fired, who could override it, or what the on-call team should do when identity, pharmacy, or clinical context was incomplete.

6
safety layersclinical safety architecture
47
clinical rule paths consolidatedversioned decision and rule register
18
critical scenarios rehearsedrelease evidence matrix

Risk constraints

What could not be traded away.

  • clinical override authority
  • prescribing safety
  • state and specialty variation
  • after-hours continuity
  • complete audit rationale

Findings

What inspection changed.

  • three override paths produced different records
  • an asynchronous message could bypass the intended escalation clock
  • support and clinical operations used different incident taxonomies

Named team and role pattern

The people attached to this engagement.

  • Maya Raines · senior delivery lead
  • clinical informatics lead
  • platform architect
  • product operations lead
  • quality engineer
  • security reviewer
  • support workflow analyst

Architecture

The operating system we installed.

  1. 01deterministic safety-rule servicesix-layer safety review
  2. 02clinician override with rationalered-flag routing
  3. 03single escalation clockoverride sampling
  4. 04operational event streamon-call rehearsal
  5. 05case-linked audit recordincident taxonomy

Delivery sequence

Four phases. Evidence at every gate.

  1. 01

    Frame

    Define the decision, outcome, work products, authority, dependencies, exclusions, and acceptance evidence.

    A named sponsor and principal approve the bounded charter.
  2. 02

    Assemble

    Inspect the operating reality, then assemble named specialists, context, access, controls, and a delivery plan around the actual work.

    The client approves the named team, evidence plan, role boundaries, and stop conditions.
  3. 03

    Govern

    Build and operate the smallest coherent change with versioned decisions, quality evidence, escalation, and acceptance attached.

    The integrated state meets the agreed evidence threshold and every material exception has an owner.
  4. 04

    Transfer

    Rehearse recovery, resolve exceptions, accept the work, remove temporary access, and transfer operating ownership.

    The receiving owner signs the handoff with open limits visible.

Complications

Where the plan had to become more honest.

  • A technically valid fallback created an unsafe operational delay.
  • One specialty needed a stricter rule without forking the entire platform.

Outcomes

What changed—and what the record proves.

  • Every safety intervention and override resolved to one traceable decision record.
  • Clinical and support operations shared one severity and escalation model.
  • The receiving team could rehearse a degraded identity scenario without bypassing clinical custody.

Lessons

What we would carry into the next system.

  • A rule engine is incomplete without override authority and operations.
  • The safest product behavior can still fail in the handoff around it.
  • Clinical and support severity must describe the same event.
Clinical operations and support finally acted from the same severity model and the same clock.
Vice president, clinical operations · Clinivanta Virtual Health

Handoff

The engagement ended with an operating owner.

  1. 01versioned rule inventory
  2. 02override-review cadence
  3. 03on-call scenario pack
  4. 04audit queries
  5. 05incident and correction owners

Start with the decision

Bring the priority. We will help bound the work.

If the decisions or constraints look familiar, start with the operating reality—not a preselected solution.

Start a conversation.