HOW ENGAGEMENTS WORK
Open source, then a scoped pilot
The library is free and reproducible. When you want it validated on your own system, we scope a pilot and invoice it. That is the whole model — no tiers to outgrow, no per-seat surprises.
Open Core
Free
The full open-source library, examples, and the interactive explorer. For researchers, students, and anyone evaluating the methodology.
- Complete Python physics_informed_grid library (MIT)
- DC + AC power-flow PINNs, validated on IEEE 9-bus
- N-1 contingency + PINN-vs-black-box ablation
- One-command reproducible report (MD / JSON / TXT / PDF)
- Public GitHub, issues, and discussion
Pilot Engagement
Scoped · invoiced
We run the methodology against your network and produce a validation report on your data. Priced per engagement after a technical scoping conversation — no subscription, no lock-in.
- Validation report on your system / benchmark
- Direct work with the engineering team
- You keep the code and reproduce every result yourself
- Honest, written scope: what is validated vs. roadmap
- Fixed deliverables, invoiced — typical pilots run a few weeks
Universities and grid/data-center operators buy validation, not subscriptions. We keep the commercial model as simple as the science: reproducible proof, then a scoped engagement.
Questions? Talk to us.
Questions? Talk to us.