Self-Healing AgentsObservability ≠ Optimization
Your agents break.We fix them.
Every tool shows you what broke. Risicare captures the decision behind it and classifies the failure — diagnosis and fix generation land after the beta.
12 LLM providers · 6 agent frameworks
Six stages from failure to fix. One of them runs today.
Risicare captures every decision your agent makes and classifies the failures. The rest of the loop — diagnose, test, fix, deploy, learn — is built and lands after the beta.
See it in action.
OVERVIEW
OBSERVABILITY
INTELLIGENCE
DATA
CONFIGURATION
Dashboard
0
0
0
0
Trace Volume
Error Rate & Self-Healing
Traces
1.2K
Latency
120ms
Cost
$18.40
Traces
847
Latency
340ms
Cost
$12.30
The only platform that completes the loop.
Every competitor stops at observation. We go all the way to automatic recovery.
Context That Never Breaks
PEP 567 contextvars + W3C Trace Context. Survives asyncio, threads, and multi-process.
154 Error Codes, Not "Error"
3-tier hierarchy: Module → Category → Code. Each with a distinct remediation path.
Zero Lock-In
One decorator wraps any framework. 6-tier depth from base instrumentation to orchestration.
Head-to-head comparison
| Langfuse | LangSmith | Braintrust | Raindrop | Risicare | |
|---|---|---|---|---|---|
| Trace Capture | Yes | Yes | Yes | Yes | Yes |
| Agent-Specific Tracing | Yes | Yes | Partial | Yes | Yes |
| Decision-Level Reasoning | No | No | No | No | Yes, unique to Risicare |
| Root Cause Isolation | No | No | No | No | Coming soon |
| Hypothesis Testing | No | No | No | No | Coming soon |
| Auto Fix Generation | No | No | Partial | No | Coming soon |
| Statistical A/B Deploy | No | No | Yes | No | Coming soon |
Zero env vars to full observability.
Start with zero config. Add depth when you need it — each tier unlocks richer data in your dashboard.
# env: RISICARE_API_KEY, RISICARE_TRACING=trueimport risicare # the only line you add# ... your agent code, unchanged ...# All LLM calls traced automatically
Every integration auto-instrumented at Tier 0
Built for the complexity of agent systems.
Four layers of engineering, working in concert. Every trace flows through ingestion, storage, intelligence, and deployment — automatically.
Built on peer-reviewed research. Not marketing promises.
Self-healing for AI agents isn't science fiction. It's published science — and it is what we are building toward.
Microsoft Research
DoVer: Verification & Recovery
"Recovers 18-28% of previously failed agent trials automatically"
Read paperStanford / UIUC
AgentDebug: Iterative Debugging
"24% higher accuracy through systematic failure recovery"
Read paperNeurIPS 2025
MAST: Multi-Agent Failure Analysis
"14 unique failure modes identified across 1,600+ real-world traces"
Read paperRisicare implements and extends these research findings into production-grade infrastructure.
Simple, usage-based pricing.
Start free. Scale as your agents grow.
Starter
For exploring and prototyping.
Pricing finalized at launch
- 50K decisions/month
- 90-day retention
- 3 team members
- Tracing + error classification
- Community support
Pro
For teams shipping agents to production.
Pricing finalized at launch
- 500K decisions/month
- 90-day retention
- Unlimited team members
- Full pipeline + self-healingComing soon
- Auto-fix generationComing soon
- Email + Slack support
Enterprise
For regulated industries and scale.
Pricing finalized at launch
- Unlimited decisions
- 90-day retention
- Unlimited team members
- Dedicated support + SLA
Questions?
Stop debugging. Start healing.
The first platform that makes AI agents reliable in production.