Roadmap

Where quantum and energy converge

From foundational research to production trading systems — two tracks that started separately and are growing together. No hype, just milestones.

Quantum Energy Convergence
Pre-2021 Quantum

Foundational Research

Academic research that laid the foundation. Carsten Blank — from applied mathematics (breather solutions, nonlinear PDEs) to quantum ML — co-developed PennyLane (2,000+ citations), published on quantum kernel-based classifiers (npj Quantum Information, 196 citations), and quantum-enhanced analysis of stochastic processes. Israel F. Araujo pioneered divide-and-conquer quantum state preparation (Scientific Reports, 271 citations) and configurable sublinear circuits, setting new standards for loading classical data into quantum computers. Their joint paper on low-rank quantum state preparation (IEEE TCAD, 50 citations) became the scientific core of Q-Alchemy — and the reason both tracks could converge into one company.

2021 Quantum

Founding & Rymax-One

data cybernetics founded in October 2021. Immediately joined the BMBF-funded Rymax-One initiative to build a quantum computer — contributing compiler development, cloud access, and HPC interfaces.

2024 Quantum In progress

Patent Filed on Quantum State Preparation

US patent application filed (US App. 19/075,065, patent pending) for our adaptive hardware-aware quantum state preparation method using iterative tensor decompositions and quantum circuit optimization. The critical step that makes quantum machine learning and quantum Monte Carlo practically viable — and the core IP behind Q-Alchemy.

2025 Quantum

PineXQ Delivered

PineXQ (pinexq.net) — our unified cloud platform — is production-ready. It hosts Gramian Grid and Q-Alchemy, provides enterprise API access, connects to quantum hardware partners (IQM, IBM), and enables quantum-classical hybrid workflows. The backbone that scales with our customer base.

Nov 2025 Quantum In progress

Rymax-One Concludes

The BMBF-funded Rymax-One research initiative concludes in November 2025. Our contributions — compiler development, cloud infrastructure, and HPC interfaces — are in production. The quantum computer is real.

May 2026 Energy

BKV Certification

Gramian Grid obtains Bilanzkreisverantwortlicher (BKV) status — the regulatory prerequisite for independent balancing group management in the German energy market. This is the key that unlocks direct market access for our customers.

Oct 2026 Energy

Live Trading on EPEX SPOT

Gramian Grid goes live on EPEX SPOT for 24/7 continuous intraday trading. Our algorithms start generating real IDC premiums for customers — turning price volatility into measurable revenue.

2027 Convergence

Quantum-Enhanced Trading Research

Research program on quantum and quantum-inspired methods for IDC premium improvement. This is where the two tracks meet: better forecasting models from our quantum ML expertise, directly applied to continuous intrinsic trading.

Dec 2027 Quantum

Q-ROM Concludes

The BMBF-funded Q-ROM research project on application-oriented quantum informatics concludes. The results feed directly into Q-Alchemy — advancing our quantum state preparation platform from research prototype to production-grade tooling.

2028 Quantum

Q-Alchemy at Scale

Q-Alchemy scales to handle up to 16 TB of data for quantum state preparation — enabling enterprise-grade quantum machine learning workloads and opening new application domains.

2030 Convergence

Quantum Optimization: Proof of Principle

First proof-of-principle demonstrations of quantum optimization applied to energy trading. Not hype — a concrete validation of where quantum hardware can outperform classical methods for portfolio optimization and dispatch problems.

Want to be part of the journey?

Whether as a customer, partner, or research collaborator — we are always looking for people who think long-term.

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