Advancing the Future
The research themes shaping the next decade of identity — intelligent and agentic systems, generative AI, privacy-preserving cryptography and trusted biometrics.
Intelligent Identity Systems
Research into autonomous, reasoning identity systems.
Overview
Research into agentic AI, decision intelligence and identity foundation models — the science behind autonomous identity systems.
Research Focus
Key Capabilities
- Agentic AI Autonomous reasoning and multi-agent collaboration.
- Decision Intelligence Explainable, accountable automated decisions.
- Identity Foundation Models Reusable models specialised for identity.
Generative AI Research
Foundation model research for identity — synthesis, grounding and governance.
Overview
Research into foundation model fine-tuning, synthetic identity data generation, RAG architectures and governance frameworks for enterprise-grade generative AI in identity contexts.
Research Focus
Key Capabilities
- Foundation Model Research Domain-specific fine-tuning and evaluation of LLMs for identity, KYC and compliance tasks.
- Synthetic Data Science Privacy-safe synthetic identity data pipelines to improve model coverage and reduce bias.
- RAG Architecture Research Retrieval architectures that ground identity AI answers in accurate, verifiable enterprise knowledge.
Agentic AI Research
Autonomous agent architectures, safety and multi-agent identity systems.
Overview
Research into multi-agent collaboration, agent safety, planning and memory architectures for autonomous identity systems — bridging research and production AgentOps.
Research Focus
Key Capabilities
- Agent Architecture Research Novel architectures for autonomous identity workflows — reflection, planning, tool use and multi-agent coordination.
- Agent Safety Research into safe, bounded, auditable autonomous systems with provable human-in-the-loop guarantees.
- Memory & Planning Long-term memory, episodic recall and multi-step planning for complex identity processes.
Trusted Biometrics
Advancing biometric accuracy, fairness and spoof resilience.
Overview
Research into contactless biometrics, liveness science and anti-spoofing — pushing the limits of trustworthy recognition.
Research Focus
Key Capabilities
- Liveness Science Next-generation passive liveness research.
- Anti-Spoofing Defending against presentation and morph attacks.
- Contactless Biometrics Camera, palm and vein modality research.
Future Identity
Decentralised, portable, citizen-owned identity.
Overview
Research into self-sovereign identity, verifiable credentials and digital wallets — the architecture of portable, privacy-preserving identity.
Research Focus
Key Capabilities
- Self-Sovereign Identity User-controlled identity models.
- Verifiable Credentials W3C VC for portable, privacy-preserving proofs.
- Identity Wallets Offline-capable citizen wallets.
Privacy-Preserving Technologies
Proving identity without revealing the underlying data.
Overview
Research into federated learning, homomorphic encryption, differential privacy and zero-knowledge proofs — privacy-preserving identity by construction.
Research Focus
Key Capabilities
- Federated Learning Models learn across silos without moving data.
- Homomorphic Encryption Compute on encrypted biometric templates.
- Zero-Knowledge Proofs Prove attributes without revealing them.
Build with Research Capabilities
Talk to our engineering and research teams about applying these capabilities to your country programme, enterprise platform or fintech stack.