Query.AI Query vs SOFTwarfare QuantaSeek: Side-by-Side Comparison (2026)

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..

SOFTwarfare QuantaSeek: Hybrid AI search platform combining RAG and GPU-accelerated LLM for fast insights. built by SOFTwarfare. Core capabilities include Hybrid AI architecture combining GPU-accelerated LLM inference with ExtremeSearch™-driven data search, Retrieval-Augmented Generation (RAG) core to eliminate AI hallucinations by grounding outputs in verified knowledge base data, Low-latency data analysis compressing complex timelines from hours to under a minute..

Both serve the Threat Hunting market but differ in approach, feature depth, and target audience.

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. SOFTwarfare QuantaSeek differentiates with Hybrid AI architecture combining GPU-accelerated LLM inference with ExtremeSearch™-driven data search, Retrieval-Augmented Generation (RAG) core to eliminate AI hallucinations by grounding outputs in verified knowledge base data, Low-latency data analysis compressing complex timelines from hours to under a minute.

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

Query.AI Query integrates with Amazon Athena (for Amazon S3), Amazon CloudWatch Logs (for AWS WAFv2), Amazon OpenSearch Service, Amazon Redshift, Splunk and 3 more. SOFTwarfare QuantaSeek integrates with Lewis Rhodes Labs ExtremeSearch™. Check integration compatibility with your existing security stack before deciding.

Query.AI Query and SOFTwarfare QuantaSeek serve similar Threat Hunting use cases: both are Threat Hunting tools, both cover Search. Review the feature comparison above to determine which fits your requirements.