Quantum Computing Overview
HTF’s quantum computing consulting area consists of consultants with many years of experience covering a number of key areas including the following below:


Post‑Quantum Cryptography (PQC) Readiness
- Cryptographic estate inventory (keys, certs, protocols)
- PQC migration roadmap (NIST ML‑KEM / ML‑DSA)
- “Harvest‑now, decrypt‑later” exposure assessment
- Crypto‑agility architecture for thousands of apps
- Regulator‑aligned evidence (PRA/NCSC/ECB)
Quantum‑Accelerated Risk & Pricing
- Quantum Monte Carlo prototypes for xVA
- QAOA/VQE pilots for portfolio optimisation
- Hybrid quantum‑classical risk engines
- Model governance + validation uplift
- Supervisor‑grade transparency on assumptions


Fraud, AML & Pattern Detection
- Quantum‑inspired graph analytics for AML
- QML anomaly detection pilots
- False‑positive reduction modelling
- Integration into existing fraud stacks
- Regulatory assurance for model explainability
Quantum Strategy, Operating Model & Roadmap
- Enterprise quantum strategy (defensive + offensive)
- 24–36 month adoption plan (PQC + analytics)
- Vendor ecosystem selection (IBM, Quantinuum, IonQ)
- Skills, governance, and board education
- Regulator‑ready quantum risk narrative


Quantum‑Inspired Acceleration (Near‑Term Value)
- Tensor‑network + annealing optimisation engines
- Monte Carlo speedups on classical hardware
- Integration behind risk/trading platforms
- KPI uplift (pricing speed, scenario volume)
- Evidence packs showing ROI before hardware matures