Science
Mathematical rigor before model hype. We use scientific structure whenever possible and massive data whenever necessary.
Company / A Scientific AI Company · EST 2021
A Scientific AI Company.Where science and AI combine to create real impact.
MRM develops Scientific AI products and consulting systems where explainability matters as much as predictive performance.
Founded 2021PhDs + engineersMining · Energy · Finance+30 collaborators
What is SciAI
Most AI is just data. Ours is data + science.
Physics, math, and statistics — embedded into AI architectures.
LowUse of scientific knowledgeHigh
Theory-based Models
& Simulations
SciAI
Scientific Artificial IntelligenceRules / Heuristics
Conventional AI
data-only ML, including LLMs & GenAILowUse of dataHigh
Explainable by construction
Every output traces to physical, mathematical, or statistical laws — not post-hoc rationalizations.
Reliable beyond what's been seen
Physical and mathematical priors keep predictions stable in regimes never present in the training data.
Works with the data you have
Physics, math, and domain models compensate for sparse, noisy, or incomplete data.
Quantified uncertainty
Predictions come with bounded confidence intervals, enabling risk-aware decisions instead of overconfident point estimates.
Powered by physics-informed modeling, graph intelligence, causal inference, and calibrated uncertainty quantification.
SciAI advantages
Empowering businesses with innovative scientific solutions and data-driven insights.
At our core we are an analytics company based both on mathematical modeling and data science. Our philosophy is rooted in the belief that our solutions should be based on explainable science whenever possible and harness the power of massive data when necessary.
Enhance explainability
Achieve data efficiency
Improve uncertainty quantification
Unleash hypothesis generation
The future
SciAI
(Scientific Artificial Intelligence)
The past
TSD
(Traditional Software Development)- ↗ Domain-specific
- ↗ Costly
- ↗ Non-adaptable
The present
AI
(Artificial Intelligence)- ↗ Agnostic
- ↗ Cost-effective
- ↗ Adaptable
What makes MRM different
We do not start from "AI". We start from the decision.
MRM's operating philosophy is Data + Science Solutions: combine domain theory, mathematical modeling and production engineering to build systems that can be explained, audited and used in operations.
Engineering
Products, not slideware. Consulting insights are translated into repeatable engines, dashboards, APIs and operational workflows.
Explainability
Every high-stakes output needs a reason. Fraud alerts, dispatch recommendations and model valuations must survive expert review.
Industries
Deep problems, not generic AI. Financial crime, mining, energy and quant finance require different data, physics, constraints and governance.
Partners & leadership
Scientists, quants and operators around one product agenda.
A tight partner team of PhDs backed by an extended network of applied mathematicians, physicists, quants, engineers and domain specialists.
Manu Maurette
Pablo Macri
Gastón Romeo
Extended team
Applied mathematicians, physicists, quants, engineers and domain specialists across science and engineering — assembled per project around the decision at stake.
30+collaborators
70+papers published
4industries covered
Experience
Backed by 30 Years of Combined Academic, Industry, and Field Experience.
MRM sits with executives, model validation teams, fraud operations, control rooms and engineering teams — bringing scientific rigor into decisions that matter.
Scientific background
PhD-level expertise in physics, mathematics and quantitative modeling, with 70+ scientific papers across the founding team.
Banking & financial crime
Work across fraud detection, customer behavior, AML/KYC logic, core banking constraints and explainable alerting.
Industrial optimization
Planning and decision-support systems for mining, energy logistics and operational flows where constraints change continuously.
Quant finance
Pricing, model validation and defensible valuation workflows for teams that need scientific rigor and audit-ready outputs.
Clients and Partners
Organizations that trust MRM with high-stakes decisions.
70+projects delivered
40+clients served
5+strategic partnerships
Transform Your Operations with Us
Bring us the decision your current stack cannot explain
We will map the decision, the data, the constraints and the product path before recommending a build.