AI Revenue & Unit Economics Waterfall Engine

Simulation Presets

AI Enterprise Revenue Basis $100M

API Usage Mix vs. Subscription 60% API / 40% Sub

Hyperscaler Pass-Through Rate 38% Barclays estimate: $35–$40 per $100 of AI revenue

Agentic Call Multiplier (Sub-calls) 5 calls/task Jevons' paradox: sequential tool invocation increases compute load

Cloud Hyperscaler Operating Margin 40%

Security & Telemetry Inspection Take 4.5%

Key Barclays Thesis: API pricing scales dynamically with usage, whereas flat subscriptions face heavy margin drag under agentic loops as customers execute high sequential call volumes for a fixed fee.

Cloud Revenue Pass-Through

$38.0M

Flows to AWS / Azure / GCP

Cloud Operating Profit

$15.2M

Hyperscaler operating earnings

Model Lab Gross Profit

$57.5M

Retained by frontier labs

Cybersecurity ARR Lift

$4.5M

CrowdStrike / telemetry pipeline

Subscription Margin Drag

-$8.4M

Overhead from fixed pricing

Effective Operating Margin

34.2%

Net blended lab conversion

AI Value Chain Waterfall Flow (Per $100M Baseline)

SVG Interactive Topology

Empirical Tech Earnings Grounding (Q3 2026 Actuals)

NVIDIA (NVDA)

$96.2B Total / $89B Data Center

Data Center revenue up 117% YoY. Hardware supplier capturing silicon revenue at ~75% gross margin directly from hyperscaler CapEx pools.

Salesforce Agentforce

$3.9B ARR / 7B Agentic Units

Enterprise ARR jumped 210% YoY. Shift from chat to autonomous sequential tasks where single customer requests trigger multi-system calls.

CrowdStrike (CRWD)

$333M Net New ARR (+51% YoY)

Every autonomous tool-call requires runtime inspection, data leak prevention, and identity authorization, routing a steady take to cybersecurity.

IREN & Nebius (NBIS)

$128.8M Cloud ARR / 1.2GW

Alternative GPU neoclouds showing 8x revenue growth as hyperscaler capacity limits push compute arbitrage to dedicated bare-metal farms.

Under the current 60% API / 40% Subscription allocation with an Agentic Depth multiplier of 5, the model lab transfers $38.0M to hyperscalers, while experiencing -$8.4M in flat-rate subscription margin drag.