Seeded demoSimulated costs and business valueCustomer sign-in simulation

Findings

Workloads ranked by value ratio — worst first. Below the 3× value minimum.

Finding

Fraud Triage Agent

Returning 1.6× — below the 3× value minimum

1.6×1.4× below minimum
0×1× value3× min10×

Evidence

Current ratio

1.6×

Monthly spend

$4,200

Portfolio context — spend vs. value

Recommended action

Switch to Claude Sonnet 4 — same capability tier, 80% lower token cost

Projected monthly impact

$3,360/mo lower spend→ 8.0× ratio

Basis Registry pricing (Claude Opus 4 → Claude Sonnet 4) × current token mix; equal-value assumption lifts the ratio 1.6× → 8.0×

Assumes Claude Sonnet 4 holds Claude Opus 4's resolution quality at this volume — validate on a canary before cutover; not a guaranteed saving.