Acompany vs Duality Query: Side-by-Side Comparison (2026)

Acompany: Japanese firm offering confidential computing, AI security, and data privacy services. built by Acompany. Core capabilities include Confidential computing (秘密計算) technology for secure data processing, AI Cleanroom for protecting data and AI workloads, Data Cleanroom for safe utilization of organizational data..

Duality Query: Privacy-preserving query platform using FHE to query encrypted, siloed datasets. built by Duality Technologies. Core capabilities include Quantum-secure confidential queries over encrypted structured and unstructured datasets, Zero Footprint querying — data never moves or is replicated, Fully Homomorphic Encryption (FHE) powered computation on encrypted data..

Both serve the Confidential Computing market but differ in approach, feature depth, and target audience.

Acompany differentiates with Confidential computing (秘密計算) technology for secure data processing, AI Cleanroom for protecting data and AI workloads, Data Cleanroom for safe utilization of organizational data. Duality Query differentiates with Quantum-secure confidential queries over encrypted structured and unstructured datasets, Zero Footprint querying — data never moves or is replicated, Fully Homomorphic Encryption (FHE) powered computation on encrypted data.

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

Acompany and Duality Query serve similar Confidential Computing use cases: both are Confidential Computing tools. Review the feature comparison above to determine which fits your requirements.