Autonomous Onboarding
Product Overview
Never hear about incidents from customers again.
Herald learns your environment, detects anomalies before they become incidents, and investigates issues before they impact customers.
See a Real InvestigationPredictive Incident Detection
Finds issues before alerts fire.
Root Cause Analysis
Investigates anything, without runbooks.
Continuous Learning
Gets smarter without being retrained.
Developer Q&A
Answers like your best engineer.
Autonomous Onboarding
Add a new team or product. Herald figures out the rest.
Connect your data sources and Herald does the rest - mapping your architecture, understanding how systems relate, and building a working model of what normal looks like. No setup project. Running in days.
API Latency L30D 
API latency 
Add new endpoint… 
src/server/ api.py 
API server logs 
deploy-workflow 
api-server-deploy Predictive Incident Detection
Find out what's wrong before your customers do.
Herald builds a custom anomaly detection model for each data stream, filters false positives, and surfaces validated issues with root cause before any alert fires. Don't be surprised if Herald finds an undetected SEV-1 in staging within a week.
Source
Customer Data Systems
Data
Frequency Sampling Method
Detection
Statistical Anomaly Model
Validation
False Positive Filtration
Investigation
Root Cause Analysis
Root Cause Analysis
Investigates novel incidents. No runbook required.
Herald knows every tool, dataset, and query to use across your environment - making it the first principles AI SRE honey badger when it comes to unknown unknowns. Multiple hypotheses, parallel sub-agents, RCA in minutes. 100% accuracy on known incidents. 70% on novel ones.
Alert 
API latency spike
API latency spike Reason 
Explore possible causes
Explore possible causes Hypothesis Load spike
Load spike Hypothesis Code change
Code change Hypothesis Memory leak
Memory leak Evaluate
Query Grafana Evaluate
Recent PRs to API Evaluate
Check memory usage Identify Usage spike from load test
Usage spike from load test Notify 
Share RCA results
Share RCA results Continuous Learning
Gets more accurate with every incident. Known or novel.
Herald learns automatically from every investigation - what worked, what didn't, how engineers responded. No model retraining. No knowledge base to maintain.
First Occurrence
Future Investigations
Developer Q&A
Senior engineer knowledge, available to everyone.
Herald answers deep technical questions about your systems with 90%+ accuracy. New engineers ramp faster. Senior engineers stay focused on what matters.
Have we seen replication lag spikes in us-west-2 before?
Answered in 6s
Three times in the last 60 days, all correlated with write throughput surges in svc-orders. Most recent:
incident #1847 on April 22, resolved by raising the pool ceiling in pool.go:142. The
current signature matches that pattern.
incident #1847 svc-orders/pool.go:142 datadog: db-replication-lag deploy v2.4.1
Works With Your Stack
Connect once. Investigate everything.
Herald connects to the tools your team already runs. No rip-and-replace. No new infrastructure.
No data ingestion. Herald queries your tools through their APIs at investigation time. Your data stays where it is. Herald stores metadata and relationships, not your telemetry, logs, or code.
- SOC 2 Type II certified.
- Read-only by default.
- Autonomous capabilities you control.
- BYOK & on-prem available.
