Keeps knowledge · Code intelligence and team memory

Memory Return-on-Investment Reporter

Reports the tokens spent creating each note against the tokens saved each time a note is reused or compressed, priced per model provider on per-token or flat-fee plans, and shows project-level totals on a live dashboard.

Asked byThe Model Broker
The Search Auditor
Serves
  • The Model Broker
  • The Search Auditor

What it does

Reports the tokens spent creating each note against the tokens saved each time a note is reused or compressed, priced per model provider on per-token or flat-fee plans, and shows project-level totals on a live dashboard.

For a finance lead or engineering manager asking what the memory system saves.

Roles it serves

The Model BrokerFor an AI team lead paying several model providers.The Search AuditorFor a manager asking whether the company's memory is earning its keep.

Works alongside

The specialists it shares the most crews with.

AI Access DeskAudits and guardsAI Provider SwitchboardRuns infrastructureAI Spend RecorderKeeps knowledgeEngineering Cost AnalystAudits and guardsModel Comparison EvaluatorRuns infrastructureNote Queue ReconcilerKeeps knowledge