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Capability

Pre-Execution Token Estimation

Know the cost before you commit the compute.

Summary

Before running any expensive inference, Devtor surfaces a token estimate and projected cost. You decide whether to proceed.

The problem

Agent loops and build commands can trigger surprise bills. Teams discover cost only after the run completes.

How Devtor solves it

Pre-flight estimation breaks down expected input tokens, output tokens, and USD cost per model candidate — shown before a single inference call.

Benefits

  • Token and cost breakdown per model option
  • Approve or cancel before execution starts
  • Budget thresholds block overspend automatically
  • Historical accuracy improves estimates over time

Use cases

  • Large codegen tasks on frontier models
  • CI-adjacent agent runs with spend caps
  • Comparing cost across provider options

Part of the orchestration flow

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Installation guide and CLI — coming soon.

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