← all gaps
Forum verdict · build

A token usage dashboard and API that integrates with AI agent platforms to track, visualize, and alert on LLM token consumption per agent, request, and model.

Built for AI agent builders and teams running production agents who need cost visibility, billing allocation, and optimization insights for LLM consumption.

The receipts — real demand

“Retrieve LLM Token Usage in AI Agents”
6.5 / 10 · demand score
Pain 7
Willingness to pay 4
Specificity 8
Audience 7
Competition 2

Why this is a gap

Surfaced from a high-intensity complaint with clear willingness to pay and a specific, reachable audience.