Why Quantum, Why Now?
The question is no longer whether quantum will impact biotech. It is whether your team will be ready when it does.
What We Build
Quantum computing is moving from theory to practical early-stage applications in drug discovery. Fault-tolerant quantum computers are not here yet. But today’s NISQ devices already power real R&D workflows: quantum-enhanced molecule generation, quantum fingerprints for reactivity prediction, quantum-assisted molecular docking, and small active-space simulations for ADMET-critical enzymes like CYP450.
Strategy and Roadmapping
Quantum-Inspired Prototyping
Software and Integration Engineering
Predicting Reactivity of SO₂F Warheads with Quantum Fingerprints

A Case Study.
A biotech team needed to generalise reactivity predictions for a small dataset of sulfonyl-fluoride molecules, a common challenge with targeted covalent inhibitors.
We built a hybrid quantum-classical pipeline that simulated molecular subsystems using 8-qubit active spaces, generated quantum fingerprints, integrated them into a classical ML model, and improved prediction precision over classical-only baselines.
Inspired by methods from Capgemini, IBM Quantum, and GSK.
Outcome: A working PoC and a technical roadmap to scale to larger molecules using hybrid HPC and quantum computing.
Eliminate wasted spend and maximize efficiency.
Why build your team with Code & Pepper
We’re not just a service provider, we’re a FinTech & HealthTech oriented software development partner.
Performance evaluation
We have +19 years of experience
in Software Development. We worked with BioTech, Quantum Tech, Machine Learning, you call it.
Near you
Code & Pepper is an EU-based company with HQ in Poland and an office in London. The time zone is CET and it’s easy to meet in person.
Transparent
We believe in open communication
and absolute honesty, when it comes
to your project.
Involved
We don’t limit ourselves to only what is in the contract. Whenever we see something that could be improved, we show it to you and discuss it.
Flexible
When time comes and you need to scale up the team, we’re there for you with a new set
of candidates.
Bidirectional
We focus on you, but keep the team members in mind too. By caring for their career development and professional education, we ensure your team’s stability, reliability and willingness to stay on board your project.
Ready to Explore Quantum for Biotech?
Whether you need a readiness assessment, a working prototype, or a full hybrid pipeline, we will scope it with you.