Failproof AI
End-to-end reliability for AI agents. Traces every run at the agent runtime, scores every finished session in the cloud with code checks, LLM judges and the eval set you already have (DeepEval, Ragas, promptfoo or your own), brought in as it is, finds where agents fail on its own, and lets you author and enforce a policy that stops the bad action in realtime - deployed on-prem or in the cloud.
Raindrop
Production monitoring for AI agents ("detect silent agent failures in real-time"). Traces, plain-language Signals classifiers, issue detection, Experiments that compare cohorts of production events, and the open-source Workshop debugger. Alerts go to Slack; nothing is blocked at runtime.
| capability | Failproof AI | Raindrop |
|---|---|---|
| Built for | AI agents | AI products and agents |
| Agent tracing | Agent runtime, deeper | SDKs + OpenTelemetry |
| Custom judges | Code checks, LLM judges and your existing eval set, run in the cloud | Signals (yes/no classifiers) |
| Failure pattern finding | Automatic | Issues + stumbles |
| Realtime policy enforcement | Yes, realtime | Detect and alert only |
| Compare production cohorts | No | Experiments (Pro) |
| Entry price | $0, then $99/month | $299/month + per event |
| Self-host | Enterprise tier | Beta, select partners |
Choose Failproof AI when
- you run high-impact autonomous agents that take real actions
- a wrong action is costly or irreversible
- you need to stop failures at runtime, not just trace them
- you want an end-to-end reliability solution, on-prem or cloud
Choose Raindrop when
- you want to compare cohorts of production events before and after a model or prompt change
- your team lives in Slack and wants daily agent briefs
- you need detection only and never need to block an action
FAQ
Is Failproof AI a Raindrop alternative?
Yes, if you want detection and prevention in one tool. Both trace agent runs and surface failures from production; Failproof AI also enforces policies at the hook layer so a known failure is blocked or steered before it runs, not reported after.
Does Raindrop block agent actions?
No. As of September 2026 Raindrop detects and alerts - through Slack - and can hand a fix to a coding agent, but it does not intercept an action at runtime. Its PII Guard redacts data at ingestion, which is not the same as blocking a tool call.
How much is Raindrop compared to Failproof AI?
Raindrop's Pro plan is $299/month plus $0.003 per event up to 1M events, and its free Hobby plan stops ingesting at 1,000 events. Failproof AI's Team tier is $99/month with 50,000 runs, above a free tier of 5,000 runs a month.
Can I use both?
Yes - use Raindrop Experiments to compare production cohorts and Failproof AI policies to stop the failures you already know about.
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