Gravwell Security Data Platform vs Query.AI Query: Side-by-Side Comparison (2026)

Gravwell Security Data Platform: Security data platform for log analysis, metrics, and threat hunting. built by Gravwell. Core capabilities include Structure-on-read data lake architecture, Raw data ingestion without normalization requirements, PCAP network capture support..

Query.AI Query: Federated search platform for querying distributed security data in place. built by Query.AI. Core capabilities include Federated search across distributed data sources without data duplication or movement, In-flight data normalization, enrichment, correlation, and deduplication, Pre-built static and dynamic API connectors to security and business data sources..

Both serve the Security Information and Event Management market but differ in approach, feature depth, and target audience.

Gravwell Security Data Platform differentiates with Structure-on-read data lake architecture, Raw data ingestion without normalization requirements, PCAP network capture support. Query.AI Query differentiates with Federated search across distributed data sources without data duplication or movement, In-flight data normalization, enrichment, correlation, and deduplication, Pre-built static and dynamic API connectors to security and business data sources.

Gravwell Security Data Platform is developed by Gravwell. Query.AI Query is developed by Query.AI. Vendor maturity, funding stage, and team size can be important factors when evaluating long-term viability and support quality.

Gravwell Security Data Platform and Query.AI Query serve similar Security Information and Event Management use cases: both are Security Information and Event Management tools, both cover Log Management. Review the feature comparison above to determine which fits your requirements.