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Healthcare Tokenomics

Right model. Right task.
For clinical-grade AI.

Healthcare runs on trust — clinical safety, HIPAA compliance, patient outcomes. Tiering delivers quality where it matters most.

A tiered architecture with Claude Opus for reasoning and Gemini Flash for volume delivers clinical-grade AI at a fraction of the cost — from clinical documentation and prior-auth automation to drug-interaction checking and care-navigation agents.

Build
SDLC Coding
Run
Clinical Assistant
Run
Document Analysis
Extend
Care Agent
Complex tasks

Claude Opus 4.8

Frontier reasoning

$5 / $25 per 1M tokens

Standard tasks

Gemini 3.5 Flash

Fast, native multimodal

$1.50 / $9 per 1M tokens

Simple lookups

Gemini 3.1 Flash-Lite

High-volume routing

$0.25 / $1.50 per 1M tokens

Scenario 1Build Phase

AI-Assisted Development

Your engineers don't need frontier intelligence for every FHIR wrapper.

70% of clinical platform development is routine scaffolding — CRUD endpoints, form UIs, test harnesses, and API wrappers. Route that volume to Flash and reserve Opus for the difficult 30%: clinical NLP pipelines, HIPAA compliance logic, and HL7/FHIR integration architecture.

Comparison Baseline

Team Configuration

Team Size
10 devs
5 devs40 devs
Sprint Count
13 sprints
1 sprints26 sprints
Tasks/dev/sprint: 50
Total tasks: 6,500

Tiered Cost

$2.44K

over 13 sprints · 10 developers

All-Frontier / Sprint

$292.50

Tiered / Sprint

$187.50

Task Board — 20 tasks

Hover for routing rationale

Design clinical NLP pipeline for chart reviewOpus
Build prior-auth rules engine (payer-specific)Opus
Implement HIPAA audit logging & access controlsOpus
Design HL7 FHIR R4 integration architectureOpus
Build drug-interaction severity classifierOpus
Plan care-navigation agent orchestration graphOpus
Design clinical trial eligibility matcherOpus
Implement consent management engineOpus
Scaffold patient portal React componentsFlash
CRUD for patient demographics & insuranceFlash
Write HL7 ADT message parserFlash
Generate unit tests for 30 FHIR endpointsFlash
Build appointment scheduling CRUDFlash
Write insurance eligibility check wrappersFlash
Generate OpenAPI docs for clinical APIsFlash
Seed fixture data for 20 patient profilesFlash
Add form validation to all clinical inputsFlash
Write E2E tests for referral workflowFlash
Create Storybook stories for clinical UI kitFlash
Write Dockerfile for HIPAA-compliant local devFlash
8 Opus12 Flash

Total Cost Comparison (13 sprints)

Tiered vs All-Frontier — 13 sprints

$1.36K

36% reduction · Opus retained for every complex task

Scenario 2 — Run Phase

In-App Clinical Assistant

Clinical accuracy matters on the hard questions. But appointment checks don't need a PhD.

Ask your care assistant

Select a question

Select a question above to see the model ladder

Monthly Query Volume

Adjust for your health system's traffic

8.0Mqueries/mo
1M20M

Monthly Cost Comparison

All-Frontier versus tiered routing at the selected query volume

Tiered All-Frontier

Annual Savings vs All-Frontier

$1.6M/yr

69% reduction8.0M queries/mo
Tiered: $63K/mo · All-Frontier: $200K/mo

Tiered routing mix

Flash-Lite 55.00000000000001% — appointments/refillsFlash 25% — copays/prior-authOpus 20% — drug interactions/care navigation

“Patients cannot tell the difference on appointment checks and refill requests — pay frontier rates only when clinical accuracy is a patient safety issue.”

Scenario 3 — Run Phase

Clinical Document Analysis

Lab reports, radiology findings, prior-auth documents — upload and ask “what changed?” Three pipelines, ranked by speed and clinical accuracy.

Clinical document interpretation requires frontier reasoning — Flash sees, Opus interprets clinical significance.

Clinical Document (select to demo)

Key Findings — Comprehensive Metabolic Panel

ItemStatusTrend
Glucose (fasting)112 mg/dL (H)↑ from 98
HbA1c6.1% (borderline)↑ from 5.7%
Creatinine1.1 mg/dL (normal)→ stable
ALT42 U/L (H)↑ from 28
eGFR82 mL/min (mild ↓)↓ from 90

Pipeline Race — 3 Lanes

Pure Claude Opus (frontier)4,200 ms
Hybrid (Flash → Opus)2,800 ms
Pure Gemini Flash (fast)800 ms
0 ms4,200 ms

Extend · Scenario 4

Nightly Care Coordination Agent

Reviews 25,000patient charts nightly — checking care gaps, medication adherence, overdue screenings, and lab trends. The clinical triage plan and compliance sign-off need Opus. The 14 data-pull steps don't.

Strategy:Per patient: $0.3900
Agent Execution TraceClick node for details
Planner
$0.0800
Executors × 14
$0.2100 total
Clinical Review
$0.1000
Claude Opus 4.8 (clinical reasoning)
Gemini 3.5 Flash (data pulls)
Opus plans + reviews clinically; Flash handles data pulls

Per-Patient Cost

Both strategies compared

Scale Simulator

Patients reviewed nightly across your care panel.

Patients / night25,000
1K50K100K

All-Frontier (Opus)

$7.4M

/yr

Tiered (Recommended)

$3.6M

/yr

Tiered vs All-Frontier (annual)

$3.8M

52% reduction · 25,000 patients × 365 nights

Opus plans and reviews. Flash does the data work. Clinical safety stays on frontier.

14 data-pull steps per patient — lab checks, medication adherence, screening gaps, prior-auth status — are pattern-following retrieval. Routing them to Flash cuts per-patient cost from $0.8100 to $0.3900. At 25,000 patients/night that's $3.8M/yr saved — with Opus still signing off on every clinical recommendation.

Optimal Frontier

Where model economics become business outcomes

Six routing strategies applied to the same PulseAI workload. Cost is calculated from existing token volumes; quality, latency, governance, and value remain inspectable.

The feasible frontier excludes routes that ship quality failures. Workload-aware routing preserves quality while avoiding frontier-model spend everywhere.
Cost × Quality
Existing defaults: six-month build plus one year of clinical assistant, document, and agent activity
Raw Pareto frontier
Includes the absolute cheapest point even when it fails quality.
Quality-feasible frontier
Only strategies whose final requests all clear the quality bar.
E and F overlap on raw economics
Switch to Governance or Business Value to see GEAP separate.
AQuality risk
Cheapest
$559K
Quality: 4.1
B
Opus only
$10.1M
Quality: 5.0
Dominated by E
C
Claude stack
$7.0M
Quality: 5.0
Dominated by E
DFrontier
Gemini family
$2.5M
Quality: 4.7
EFrontier
Hybrid router
$3.1M
Quality: 5.0
FFrontier
GEAP
$3.1M
Quality: 5.0
The optimal answer is not one model.

Cheapest everywhere is quality-infeasible. Best everywhere wastes spend. Workload-aware routing reaches the efficient frontier; GEAP pushes it further when governance and business value enter the decision.

Lifecycle Summary

Healthcare savings across Build → Run → Extend, at your current slider settings.

Build Savings (one-time)

All-Frontier

$0

Tiered

$0

Save $0

Run Savings (annual)

All-Frontier

$0

Tiered

$0

Save $0

Extend Savings (annual)

All-Frontier

$0

Tiered

$0

Save $0

All-Frontier vs Tiered — By Phase

Total Annual Savings

$0

Interact with the scenarios above to see your savings

By Scenario

S1 BuildInteract above to calculate
S2 Clinical Asst.Interact above to calculate
S3 Doc AnalysisInteract above to calculate
S4 Care AgentInteract above to calculate