Self-Healing Agents

Observability ≠ Optimization

Your agents break.We fix them.

Every tool shows you what broke. Risicare diagnoses why, tests a fix, and deploys it — automatically.

Get Early AccessSee How It Works →
<60s
Detect → Fix
87%
Auto-Resolved
3.2×
Faster MTTR
THINKDECIDEACTTHINKDECIDEACTTHINKDECIDEACTTHINKDECIDEACT

Works with everything you already use

OpenAI
Anthropic
Google
Mistral
Cohere
Groq
AWS
Together AI
Cerebras
Hugging Face
Ollama
Vercel
LangChain
LangGraph
CrewAI
LlamaIndex
LiteLLM
Pydantic
OpenAI
Anthropic
Google
Mistral
Cohere
Groq
AWS
Together AI
Cerebras
Hugging Face
Ollama
Vercel
LangChain
LangGraph
CrewAI
LlamaIndex
LiteLLM
Pydantic
The Reality

0%of AI agents fail on complex tasks in production.

0%

of AI pilots fail to ship to production

MIT / RAND

0%

of companies abandoned AI projects in 2024

S&P Global

$0B

lost to hallucinations last year

McKinsey 2024

Failure Taxonomy
REASONING
TOOL
MEMORY
ORCHESTRATION
OUTPUT
PERCEPTION
10 failure modules · 150+ error codes · 3-tier hierarchy

Current tools tell you something failed. None tell you why — or fix it.

How It Works

Six stages from failure to fix. Fully automatic.

Risicare doesn't just observe — it diagnoses, tests, fixes, deploys, and learns. No other platform completes the loop.

Deep dive into the pipeline →

The Product

See it in action.

app.risicare.ai/traces/t_a8f3c9
Agent
1.2s
THINK
340ms
LLM
280ms
DECIDE
180ms
ACT
600ms
Tool
TOOL.EXECUTION.TIMEOUT
580ms
The Difference

The only platform that completes the loop.

Every competitor stops at observation. We go all the way to automatic recovery.

Context Propagation

Context That Never Breaks

async task
↓ contextvars
thread pool
↓ propagated
subprocess
trace_id:a1b2c3d4…same

PEP 567 contextvars + W3C Trace Context. Survives asyncio, threads, and multi-process.

Failure Taxonomy

154 Error Codes, Not "Error"

taxonomy
module
REASONING
└ category
HALLUCINATION
└ code
FACTUAL_CONTRADICTION
10modules
31categories
154codes

3-tier hierarchy: Module → Category → Code. Each with a distinct remediation path.

Framework Agnostic

Zero Lock-In

LangChainLangGraphCrewAIAutoGenSemantic KernelHaystackLlamaIndexMarvinCustom
Single decorator · No code changes · OpenTelemetry export

One decorator wraps any framework. 6-tier depth from base instrumentation to orchestration.

Head-to-head comparison

LangfuseLangSmithBraintrustRaindropRisicare
Trace Capture
Agent-Specific Tracing
Decision-Level Reasoning
Only
Root Cause Isolation
Only
Hypothesis Testing
Only
Auto Fix Generation
Only
Statistical A/B Deploy
Cross-Customer Learning
Only
Integration

Zero env vars to full observability.

Start with zero config. Add depth when you need it — each tier unlocks richer data in your dashboard.

terminal
PythonBash
# Zero code changes — just set env vars
export RISICARE_API_KEY=rsk-your-key
export RISICARE_TRACING=true
 
python agent.py
# All LLM calls traced automatically
Dashboard captures
LLM Call· gpt-4o
1,234 tokens$0.0122.3sok

All providers auto-instrumented at Tier 0

OpenAI
Anthropic
Google
Mistral
Cohere
Groq
AWS
Together AI
Cerebras
Hugging Face
Ollama
Vercel
LangChain
LangGraph
CrewAI
LlamaIndex
LiteLLM
Pydantic
OpenAI
Anthropic
Google
Mistral
Cohere
Groq
AWS
Together AI
Cerebras
Hugging Face
Ollama
Vercel
LangChain
LangGraph
CrewAI
LlamaIndex
LiteLLM
Pydantic
Under The Hood

Built for the complexity of agent systems.

Four layers of engineering, working in concert. Every trace flows through ingestion, storage, intelligence, and deployment — automatically.

<0.3msingestion3storage engines150+error codes<500msrollback
The Science

Built on peer-reviewed research. Not marketing promises.

Self-healing for AI agents isn't science fiction. It's published science — and we're the first to productize it.

Microsoft Research

DoVer: Verification & Recovery

"Recovers 18-28% of previously failed agent trials automatically"

Paper coming soon

Stanford / UIUC

AgentDebug: Iterative Debugging

"24% higher accuracy through systematic failure recovery"

Paper coming soon

NeurIPS 2025

MAST: Multi-Agent Failure Analysis

"14 unique failure modes identified across 1,600+ real-world traces"

Paper coming soon

Risicare implements and extends these research findings into production-grade infrastructure.

Pricing

Simple, usage-based pricing.

Start free. Scale as your agents grow.

Beta — pricing finalized at launch

Starter

For exploring and prototyping.

$0/mo

Pricing finalized at launch

  • 50K decisions/month
  • 7-day retention
  • 3 team members
  • Tracing + basic diagnosis
  • Community support
Recommended

Pro

For teams shipping agents to production.

$99/mo

Pricing finalized at launch

  • 500K decisions/month
  • 30-day retention
  • Unlimited team members
  • Full pipeline + self-healing
  • Auto-fix generationOnly
  • Email + Slack support

Enterprise

For regulated industries and scale.

Custom

Pricing finalized at launch

  • Unlimited decisions
  • 90+ day retention
  • Unlimited team members
  • Self-hosted deployment
  • Federated learningOnly
  • Dedicated support + SLA

Questions?

Stop debugging. Start healing.

The first platform that makes AI agents reliable in production.

Get Early Access

No credit card · Free tier · 2-minute setup

or