Build a deterministic cron runner for AI agents
The Problem
AI agents on scheduled tasks burn tokens unpredictably without budget caps, circuit breakers, or cost ledgers.
Real Demand Evidence
Found on x-twitter·1 month ago
My AI agent ran the same task three times because the scheduler did not handle the case where the previous run was still going. I burned $40 in API credits on duplicate runs in one night. We need cron for agents that actually understands execution state.
Core Insight
A lightweight tool that combines scheduling with skip-if-running, budget caps, and execution logging specifically for AI agent workloads.
- Target Customer
- Developers running AI agents in production environments.
- Revenue Model
- Subscription model charging $20-40 per month.
Competitive Landscape
No concept of AI agent execution state, budget limits, or idempotency for LLM calls
Complex and enterprise-focused
Willingness to Pay
- $20-40/mo
Developers running agents in production would pay $20-40/mo for a managed solution that prevents runaway API spend.
Google Cloud CTO blog
- $40
My AI agent ran the same task three times because the scheduler did not handle the case where the previous run was still going. I burned $40 in API credits on duplicate runs in one night.
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