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Usage Simulator

Use this simulator to estimate how anomaly volume turns into billable intelligence usage.

Usage Simulator

Estimate how anomaly volume turns into billable intelligence usage.

Monthly runs
600
Monthly anomalies
72,000
Enriched anomalies
43,200
Billable anomalies
33,200
Estimated cost
$33.20

Billing breakdown

Free allowance used
10,000
Billable usage
33,200
Rate
$0.001
Enrichment rate
60%

What drives cost

  • More runs create more opportunities for anomalies
  • More anomalies per run increase total processed volume
  • Higher enrichment rate increases paid intelligence usage

Key insight

Reducing cost is not about reducing traffic.

It is about reducing repeated anomalous behavior and limiting how much anomaly volume needs to enter the intelligence layer.

Assumes the first 10,000 enriched anomalies per month are free and the base paid rate is $0.001 per enriched anomaly.


What this models

This simulator estimates:

  • monthly run volume
  • anomaly volume
  • enrichment volume
  • billable anomaly count
  • estimated cost

What drives cost

Cost is driven by three variables:

  1. total anomaly volume
  2. enrichment rate
  3. recurrence of anomalous behavior

In practice, cost is usually dominated by:

  • repeated system failures
  • unstable endpoints
  • contract drift

How to interpret results

The simulator does not model traffic cost.

It models how much of your system behavior requires interpretation.

Two systems with identical traffic can have:

  • radically different anomaly profiles
  • radically different costs

Role-based interpretation

Engineering

Focus on:

  • reducing noisy endpoints
  • eliminating repeated anomaly patterns
  • improving response correctness

👉 Goal: reduce anomaly density per run


Platform

Focus on:

  • anomalies per service
  • regression patterns
  • system-wide anomaly distribution

👉 Goal: reduce systemic drift and instability


Finance

Focus on:

  • enriched vs total anomalies
  • growth of billable units
  • cost predictability over time

👉 Goal: forecast usage based on system behavior, not traffic


Key insight

Reducing cost is not about reducing traffic.

It is about reducing repeated anomalous behavior.

Fixing one root issue can eliminate thousands of billable anomalies.


Assumptions

This simulator assumes:

  • the first 10,000 enriched anomalies per month are free
  • the base paid rate is $0.001 per enriched anomaly
  • all numbers are directional planning estimates

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