Physics AI Data & LLM Evaluation
AI labs need experts who can tell when a model’s physics is wrong. Our founders have extensive experience as AI trainers and reviewers (RLHF, model evaluation), and we lead a vetted network of physics PhDs who deliver expert-grade data at quality, not just volume.
Sound familiar?
- ●Your model needs graduate-level physics reasoning data.
- ●You need a rigorous benchmark for physics or scientific coding.
- ●Your scientific AI agent produces code that runs but is physically wrong.
What we offer
Expert datasets
Original problems, step-by-step solutions and grading rubrics across plasma, astrophysics, electromagnetism and computational physics.
RLHF & preference data
Expert comparisons and critiques of model responses with consistent, auditable guidelines.
Benchmarks & red-teaming
Custom evaluation suites that probe physical reasoning, unit consistency and numerical correctness.
Scientific code evaluation
We check whether AI-generated simulation code is actually correct by running and verifying it.
Frequently asked
Who creates the data?+
PhD-qualified physicists, led and reviewed by our founders. Every item passes a second expert review.
Related services
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Neural-network models trained on simulations that predict plasma behaviour in seconds instead of days.
Learn morePIC & Plasma Simulation with Independent V&V
Particle-in-cell, PIC-MCC and hybrid simulations — every result benchmarked against theory.
Learn moreLaser–Plasma Interaction Studies
Wakefield acceleration, ion acceleration, radiation sources and experiment design for high-power laser facilities.
Learn moreHave a simulation problem? Let’s scope it.
Tell us about your project. You will hear back from a founder within one working day, with a clear plan and a fixed quote.