Budgets with 3 warnings and a hard stop
Per project, account or provider; tokens or USD; total, daily or monthly; warn only or stop.
Platform · Token Economy
Know what it costs before it costs it.
Budgets, a forecast to finish and a ledger of every request. No surprise bills.
Live in productionMoneyControl
BudgetProject Idp: $500 a monthexample
illustrative
What is Token Economy in agnte?
The agnte token economy controls AI spend. Budgets can be set per project, account or provider, in tokens or USD, total, daily or monthly, with three warnings and an optional hard stop. Each project has a cost and ETA forecast, every model request is logged in a ledger, and dashboards show burn rate and projection.
Capabilities
What Token Economy does
MoneyControl
Cost and ETA forecast
Cost to finish and ETA per project, by model, provider and input, output and cache tokens.
Per-request ledger
Every request logged with model, account, machine, task, command, tokens and cost.
Dashboards
Burn rate, projection, quota against thresholds and top-cost tasks.
Cache efficiency
Prompts structured so most tokens are cache reads.
No runaway loops
Sessions capped and watched for tokens without progress.
Proof from production
Running today, measured.
57,756model requests logged
1.1-1.4%forecast error on the honesty test
91%of 6.2B tokens were cache reads
Source: Live agnte database and golden scenario G17, 2026-10-12.
How it works
How Token Economy works
- Set budgets
- Forecast cost to finish
- Log every request
- Warn, then stop
FAQ
Questions about Token Economy
Can agnte stop spending automatically?
Yes. Budgets can warn only or stop at the limit, after three warnings.
How accurate is the cost forecast?
Forecast error was 1.1 to 1.4% on the agnte honesty test (golden scenario G17).
What does the ledger record?
Model, account, machine, task, command, tokens and cost for every request.
Related