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AIAI Mathematician
Consulting

Rigor, applied to your mathematics.

We work with research groups and engineering teams that need their mathematics to be precise, verifiable, and grounded — whether that means a formal Lean proof or a validated numerical model.

Lean formalization consulting

Helping teams formalize definitions, lemmas, and theorems in Lean and mathlib — from scoping a formalization project to reviewing proof structure.

Mathematical modeling for R&D

Turning a scientific or engineering question into a precise mathematical model: equations, constraints, objectives, and validation strategy.

Proof & verification review

Auditing existing formalizations or mathematical arguments for correctness, completeness, and gaps between informal and formal statements.

Optimization & numerical methods

Designing and evaluating solvers for large-scale optimization, simulation, and inverse problems, with attention to speed and stability.

Applied research collaboration

Working directly with your team on hard mathematical problems that sit between formal methods, machine learning, and applied science.

Team training & onboarding

Hands-on training for engineering and research teams adopting formal proof tools or mathematical modeling in their workflows.

Tell us about your problem.

We'll follow up to understand your goals and scope an engagement that fits.