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Tools

Test the assumption before building around it.

Public diagnostics for estimating cost, throughput, and operational pressure before an architecture decision becomes a production bill.

Live

Token Velocity & Cost Projector

Forecast token demand, throughput, model cost, and scaling pressure.

Launch tool →
Live

Sentence Cost Calculator

Estimate the cost of repeated model output at practical operating volume.

Launch tool →
Roadmap

Prompt Risk Analyzer

Identify ambiguity, uncontrolled scope, and patterns likely to produce cost or reliability surprises.

Roadmap

Workflow Load Simulator

Pressure-test a workflow before deploying it into real operations.