Goliath Fuel Scout™
Know the burn before you launch. Fuel Scout™ estimates the likely token burn, provider cost, quota risk, and best route before GoliathOS™ fires the command.
API Key
An API key is only the access pass. It does not spend anything by itself.
Usage
Usage happens when a prompt, context, image, or response is sent through a provider.
Estimate
Fuel Scout™ estimates the burn before the route is selected and executed.
Estimate the Burn
First Formula
Prompt = Input Fuel
Response = Output Fuel
Model Choice = Burn Rate
Provider Limit = Quota Wall
GoliathOS™ = Route Control
Fuel Scout™ Checks
How many commands?
Fuel Scout™ will estimate daily and monthly request volume.
How big is the command?
It will estimate input tokens, output tokens, and total route size.
Which provider fits?
It will compare free, budget, premium, fallback, and local model routes.
Usage Calculator
Next, Fuel Scout™ becomes a no-LLM calculator that estimates AI usage without spending a single provider token.
Users × prompts per day × average input × average output × model route
= estimated monthly fuel burn
Fuel before fire.
Fuel Scout™ sits before the route is fired. It estimates the burn, checks quota pressure, and helps GoliathOS™ understand whether the command should run free, budget, premium, local, or through Talent Scout™.
AI Joe™
Clarifies what the user wants to accomplish.
Goliath Fuel Scout™
Estimates usage, token burn, quota pressure, and route cost risk.
Talent Scout™
Selects the best available AI talent based on the mission.
Operator’s Formula 1™
Respects the operator’s preferred top choices before filling the grid.
GoliathOS™ Router
Routes the command through the selected configured provider.
Controlled Burn
The user gets better route awareness before spending provider fuel.