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Autonomous Agent Intelligence

Stop debugging your AI agents manually.

Rulio automates trace analysis at scale to uncover hidden patterns and failure modes. Transform raw traces into actionable intelligence for continuous agent optimization.

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Rulio Under the Hood
Trace Source: LangSmith
Project Name: Travel_advice_v1
Filter: Last 24h
ℹ Reading 14,203 traces...
ℹ Analyzing: latency, token_usage, tool_calls...
⚠ Detected Anomaly: Tool call depth in 'SQL_Agent' (p99 > 8 calls)
✓ Pattern Identified: Failures correlate with 'LookupDB_Timeout'
✦ Insight Mining: Potential user frustration patterns when weather_lookup tool is used.
➜ generating report_v2.pdf...
Insight Score
98% Confidence
"78% of failures occur when context window > 12k tokens."

Works seamlessly with your stack

LangSmith
Langfuse
Arize
HoneyHive
Helicone

The Manual Trace Grind

Analyzing agent traces manually is like finding a needle in a haystack. Rulio turns hours of manual debugging into seconds of insight.

× The Old Way

Drowning in logs & spreadsheets 

{
  "trace_id": "tr_8f92a3b1-4d5e",
  "agent_id": "sql_analyst_v2",
  "timestamp": "2024-03-22T14:30:00Z",
  "steps": [
    {
      "step": 1,
      "tool": "verify_identity",
      "input": { "user": "admin" },
      "output": "verified",
      "latency": "120ms"
    },
    {
      "step": 2,
      "tool": "get_schema",
      "input": { "db": "prod_users" },
      "output": "{ tables: ['users', 'orders'] }",
      "latency": "450ms"
    },
    {
      "step": 3,
      "tool": "generate_sql",
      "status": "failed",
      "error": "ContextLimitExceeded: model input > 8192 tokens",
      "trace_context": {
         "previous_messages": [
            { "role": "user", "content": "Analyze cohort retention..." },
            { "role": "assistant", "content": "..." }
         ]
      }
    },
    {
      "step": 4,
      "tool": "retry_strategy",
      "input": "truncate_context",
      "output": "null",
      "note": "Manual intervention required"
    },
    
    // ... 4,500 MORE LINES OF RECURSIVE CALLS
    
    {
       "step": 156,
       "tool": "check_recursion",
       "status": "warning",
       "depth": 15
    }
  ]
}

✓ The Rulio Way

Automated features, ranked insights

1
Abnormal Latency Distribution
Detected in 'PaymentTool' (> 4.5s)
High Severity
2
Recursion Loop
Agent stuck in 'Search' loop
Medium Severity
3
Optimization Opportunity
Reduce token usage by 15%
Optimization

Beyond Simple Tracing & Monitoring

Automatic Feature Extraction

Rulio doesn't just read traces. It extracts 50+ features automatically: latency, token usage, recursion depth, tool call frequency and more.

latency token_count tool_recursion

Anomaly Detection

Automatically identifies outliers and unusual behavior patterns in your traces that need attention.

Pattern Recognition

Uncovers hidden relationships between tools, prompts, and failure modes to help you optimize performance.

Actionable Deliverables

Turn insights into outcomes. Rulio builds the reports, slides, and datasets you need to ship changes.

Eval Sets
PDF Reports
Presentations

See It In Action

From raw traces to executive summaries for any role including non-technical users.

Weekly Agent Performance Audit
Status: Action Required | Date: Jan 05, 2026
Critical Priority

Critical Latency in SearchInternalDocuments

This single tool is dominating execution time, causing unacceptable end-to-end delays for users.

Recommendation: Optimize Query and Implement Cache
Efficiency Warning

Redundant calls to BuildRepository

Your agent may not know how to use the BuildRepository tool well. It is repeatedly calling the tool with same arguments, wasting tokens with zero progress.

Fix: Update tool documentation or Add Constraints to Prompt
Logic Deadlock

Oscillating between Checks

A logical deadlock where the agent alternates between WeatherCheck and LocationCheck indefinitely.

Arch. Change: Add Assessor Step to limit iterations
User Frustration

High Friction in Weather Queries

Sentiment analysis shows negative reactions for weather lookups, indicating a capability gap for this intent.

Fix: Add Few-Shot Examples

Turn Insights into Actionable Artifacts

Rulio doesn't stop at analysis. It builds the work for you.

Analysed Insights

PDF Report

Detailed analysis document.

Executive Slide Deck

Auto-generated summaries for leadership.

Fine-Tuning Dataset

Curated traces for model improvement.

Evals

Evals implemented for your favorite framework.

Ready to debug your agents
in seconds?

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