AI Infrastructure Economics Series · Tool 3

Enterprise Token Economics Calculator

Model LLM consumption at organizational scale — with heavy-tail user distribution, workload-profile decomposition, agentic amplification, and governance levers. Built for CIOs, CFOs, and infrastructure operators who need to estimate order-of-magnitude token spend before the invoice arrives.

On the defaults. Every number in this tool is a starting point. The tool's value is in letting you replace defaults with your own telemetry. Compute runs server-side; methodology is proprietary to SVAG Labs.
Organization Preset ready

Three reference configurations. Select one as a starting point, then edit any value.

Organization Shape
Workload Profiles

Seven canonical work patterns. Defaults are computed server-side; edit any field to override for your environment.

Tier Composition

What fraction of each tier's time goes to each workload profile. Rows should sum to 100%.

Model Pricing

Per-million-token rates across three model tiers. Defaults reflect Anthropic Q2 2026 list prices.

Frontier Opus

Mid Sonnet

Cheap Haiku

Governance Levers
Per-user monthly token cap0 = no cap.
Opus → Sonnet routing (%)Share of frontier traffic routed to mid-tier.
Agent session timeout (hours)Caps amplification for agentic profiles. 0 = no cap.
Agentic intensity multiplier1.0 = baseline, 2.0 = double agentic consumption.
Attribution requirementRequired to enforce all other levers.
Headline KPIs
Annual Cost
—
—
Monthly Cost
—
steady-state
$ / Employee / Mo
—
blended
$ / Power User / Mo
—
top tier
Top-tier Concentration
—
of total spend
Decomposition & Sensitivity

Pareto: User consumption distribution

Users ranked by consumption vs cumulative % of spend.

Cost by workload profile

Where the token budget actually goes.

Cost composition: input / output / cache

Output tokens dominate at scale.

Sensitivity tornado

$ annual delta from each governance lever.
Export

Download configuration and computed results.