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Platform Features

Every tool you need to
tame distributed chaos.

LogPilot combines four powerful AI-driven modules into a single unified platform, turning millions of raw log lines into clear, actionable intelligence.

Semantic Log Search

Stop writing complex KQL queries and regex patterns. With LogPilot, you simply ask questions in plain English. Our LLM translates your intent into optimized vector searches and SQL queries across your entire log infrastructure.

Natural Language Queries

Ask "Show me all 5xx errors from the payment service last Tuesday" and get instant results.

Embedding-Based Similarity

Find semantically similar logs even when the wording differs. Powered by Milvus vector database.

Cross-Service Correlation

Automatically correlate related logs across microservices using Trace IDs and timestamps.

Semantic Search
$ logpilot search
Query: "Find all payment gateway timeouts after 3 PM yesterday, grouped by error code"
Translating to query...
→ SELECT * FROM logs WHERE service='payment-svc' AND timestamp > '2026-03-20 15:00:00' AND latency > 500...
→ Vector similarity search: k=50, threshold=0.85
✓ 147 logs matched across 3 services
├─ ERR_TIMEOUT (502): 89 occurrences
├─ ERR_CONN_REFUSED (503): 42 occurrences
└─ ERR_TLS_HANDSHAKE (525): 16 occurrences

Incident Report — #INC-2847

Root Cause Identified

DNS resolver configuration update in payment-svc v2.4.0 caused intermittent resolution failures for stripe-api.com

Affected Service Chain
api-gateway → order-svc → payment-svc → stripe-api
Impact Analysis
847
Failed Txns
12min
MTTR
99.2%
Recovery
💡 Suggested Fix

Revert DNS config in resolv.conf or add fallback resolver 8.8.8.8

AI Root Cause Analysis

When an incident strikes, LogPilot automatically traces the failure through your entire microservice topology. It correlates Trace IDs, analyzes deployment timelines, and generates a comprehensive diagnostic report.

Automatic Trace Correlation

Follows distributed traces across every service boundary to reconstruct the full failure path.

Deployment Diff Analysis

Compares recent deployments, config changes, and dependency updates against the incident timeline.

Impact Blast Radius

Calculates the full downstream impact including affected users, transactions, and SLA metrics.

Pattern Discovery & De-noising

Your systems generate millions of repetitive log lines. LogPilot clusters similar events, reducing noise by up to 99%, while surfacing novel error patterns that actually require attention.

Intelligent Clustering

Groups 1M "Connection Timeout" logs into a single consolidated notification with occurrence counts.

Anomaly Detection

Identifies new, never-before-seen error patterns using statistical baseline comparison and ML classification.

Noise Score

Each log pattern gets a noise score so you can filter out the clutter and focus on what's actionable.

Pattern Aggregation — Last 24h

Connection Timeout (ECONNRESET)
1,247,839× noise
Health check passed
892,104× noise
Memory pressure: GC > 200ms
47× new
Cert expiry warning: 48h remaining
critical
2,140,033 logs → 4 unique patterns 99.8% noise reduced
logpilot remediate --auto
⚠ ALERT: OOMKilled detected on pod payment-svc-7f8b9c4d6-x2k9m
LogPilot Agent analyzing...
├─ Memory usage trend: 512Mi → 1.8Gi over 4h
├─ Heap dump analysis: HashMap leak in TxnCache
└─ Last config change: TTL removed in v2.3.9
→ Generating remediation...
✓ Auto-Fix Applied
1. Added TTL=3600s to TxnCache config
2. Increased memory limit to 2Gi
3. Created PR #482 with permanent fix
✓ Pod restarted. Memory stable at 640Mi.

Auto-Remediation

LogPilot doesn't just find problems — it fixes them. For common infrastructure failures like OOM, disk full, or dependency conflicts, the AI agent can automatically apply fixes or generate a GitHub PR with the patch.

One-Click Fixes

Instant remediation commands for OOM, disk pressure, certificate expiry, and more.

GitHub PR Generation

Automatically generates a pull request with code fixes, config patches, and descriptive commit messages.

Runbook Automation

Define custom runbooks. LogPilot executes them automatically when matching patterns are detected.

Integrations

Works with your existing stack.

LogPilot integrates with all major cloud providers, orchestration platforms, and developer tools out of the box.

Kubernetes
🐳 Docker
AWS
🔷 Azure
🔵 GCP
💬 Slack
🐙 GitHub
📊 Datadog

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