Already in production

Cut incident response from 30 minutes to 60 seconds

Your engineers shouldn't spend half an hour querying Grafana and CloudWatch. Podsoft investigates production issues autonomously — right in Slack.

30min 60s
Mean time to insight
4 signals
Logs, metrics, traces, alerts
0 bytes
Log data stored by us

Three steps. No context switching.

1

Ask in Slack

Type a question in natural language. "Why are we seeing 500 errors on payments-api?" — no query syntax, no dashboard hunting.

2

Podsoft Investigates

The AI agent queries your Loki, CloudWatch, or Prometheus. It widens time ranges, cross-references signals, and follows the evidence — autonomously.

3

Get the Root Cause

A structured answer with severity, evidence, and next steps — delivered in seconds. Your senior engineer's investigation, without pulling your senior engineer.

An AI SRE that never sleeps

Autonomous Investigation

The AI agent doesn't just translate queries — it investigates. It widens time ranges on zero results, cross-references signals, and follows the evidence until it finds the root cause.

Logs, Metrics & Traces

Query Loki, CloudWatch, Prometheus, and Tempo from a single Slack conversation. Switch between signal types without switching tools or browser tabs.

Live Investigation Stream

Watch the agent work in real-time. Every tool call, every intermediate result, streamed to Slack as it happens. Full transparency into the reasoning.

Team Isolation

One deployment, unlimited workspaces. Each team connects their own log backend with encrypted credentials — fully isolated, SOC 2-friendly architecture.

Security that satisfies your compliance team

PII Redaction

Automatically detects and masks emails, phone numbers, IPs, and credentials before they reach the AI model.

AES-256-GCM Encryption

All secrets — API keys, bot tokens, connection strings — encrypted at rest with unique IVs per record.

Prompt Injection Guard

Multi-layer defense against prompt injection attacks. Queries are validated and sanitized before reaching the model.

Your Infrastructure

Connects to YOUR Loki, CloudWatch, or Prometheus. Logs never leave your environment. We query, we don't store.

Rate Limiting & Circuit Breakers

Per-workspace query limits with automatic circuit breaking. Runaway queries are terminated before they impact your backend.

Full Audit Trail

Every query, every tool call, every result — fully auditable. Know exactly what the AI did and why.

Your logs never leave your infrastructure

Podsoft connects to YOUR Loki, CloudWatch, or Prometheus over your existing network. We query your data in place — we never copy, store, or transfer it. Complete data sovereignty.

Connects to your existing stack

SLACK PODSOFT AGENT YOUR INFRASTRUCTURE Workspace Socket Mode (WebSocket) Natural language queries LIVE WebSocket AI Investigation Engine Gemini LLM t=0.1 PostgreSQL Multi-tenant · Encrypted secrets SAFETY LAYER PII Redaction AES-256 Rate Limit Prompt Guard Circuit Breaker Audit Log Query Guard LogQL CW API PromQL TraceQL Grafana Loki Log aggregation Label-based queries · S3 storage AWS CloudWatch Log groups · Insights Prometheus Metrics · Alerting Grafana Tempo Distributed tracing

Stop losing engineers to debugging

Connect Podsoft to your observability stack in 5 minutes. No code changes. No data migration. Your team is investigating faster by end of day.

Schedule a Demo
Free during early access · No credit card required
Already in production with engineering teams in financial services