Database Root Cause. Without the DBA War Room.
NeuBird AI reads MongoDB Atlas metrics, slow query logs, and replication health to tell your team exactly why the application is slow, before the incident escalates.
< 5 min
Database root cause identified
80%
Reduction in DBA escalations
3x
Faster database incident resolution
Zero
Agents or schema changes required
Core Capabilities
From signals to solutions
Prevent
Catch MongoDB performance degradation before queries break
NeuBird AI reads Atlas metrics and query patterns continuously, learning normal behavior for your clusters. It surfaces slow query trends, connection pool exhaustion risk, replication lag creep, and missing indexes before they cause application-layer incidents.
- Slow query trend detection before threshold breach
- Connection pool exhaustion risk identification
- Replication lag drift monitoring across replica sets
Resolve
Know in minutes whether MongoDB is the root cause
When an application incident fires, NeuBird AI checks MongoDB Atlas simultaneously, reading slow query logs, connection counts, replication health, and cluster metrics. It tells your team definitively whether the database is the root cause or a downstream victim.
- Automatic database vs. application layer causality determination
- Slow query fingerprinting correlated with application latency spikes
- Replica set and sharding health correlated with read/write errors
Operate
Improve query performance and reduce Atlas spend
NeuBird AI analyzes Atlas query patterns, index usage, and cluster sizing over time to identify optimization opportunities (missing indexes, inefficient aggregations, over-provisioned clusters) before they become performance or cost problems.
- Missing index and collection scan detection
- Over-provisioned Atlas tier identification
- Query pattern analysis to surface high-frequency slow operations
Better Together
Atlas Performance Advisor shows slow queries. NeuBird AI explains the incident.+ NeuBird AI
| Capability | MongoDB Atlas | NeuBird AI |
|---|---|---|
| Slow query detection | ✓ | ✓ |
| Application incident correlation | Manual: requires cross-tool investigation | Automatic: NeuBird AI links DB signals to app incidents |
| Root cause determination | Requires DBA expertise to interpret | Evidence-based root cause with supporting data |
| Replication health correlation | Visible in Atlas UI, not linked to incidents | Correlated with application errors automatically |
| Cross-layer analysis | Atlas-only visibility | DB + infra + app signals correlated in one investigation |
| Index recommendations | Performance Advisor suggestions | Recommendations tied to active incident impact |
Ecosystem
Works across your entire stack
MongoDB Atlas is one piece of the picture. NeuBird AI correlates its data with every other connected tool, so root cause never stops at one signal.
Databases
- Redis
- Elasticsearch
- OpenSearch
- Snowflake
- InfluxDB
Observability
- Datadog
- Grafana
- PagerDuty
- Splunk
- New Relic
Cloud
- Amazon CloudWatch
- Google Cloud Platform
- IBM Cloud
DevOps
- GitHub
- Jenkins
- Terraform
- ArgoCD
FAQ
Common questions
How does NeuBird AI connect to MongoDB Atlas?
NeuBird AI connects to MongoDB Atlas via the Atlas API using read-only programmatic API keys. No agents are installed, no schema changes are required, and no write access is needed.
Does NeuBird AI work with self-hosted MongoDB, or only Atlas?
The current integration focuses on MongoDB Atlas. Self-hosted MongoDB support depends on whether metrics are exposed via a compatible API or observability platform like Datadog.
Can NeuBird AI tell me if MongoDB is the root cause of an application incident?
Yes. This is a core use case. NeuBird AI reads Atlas metrics and logs at incident time and determines whether the database layer is causal or merely showing downstream effects.
What Atlas metrics does NeuBird AI read?
NeuBird AI reads query execution times, slow query logs, connection pool metrics, replication lag, oplog window, disk IOPS, and cluster CPU and memory utilization.
Get Started
Connect MongoDB Atlas to NeuBird AI.
MongoDB Atlas gives you the data. NeuBird AI gives you the answers: root cause, in minutes, across your entire stack.