Intelligence, at work.
From robots on the factory floor to assistants inside the apps people use every day, built by engineers who ship models to production.
Six things done properly.
Take one, or the whole set. Every item is delivered by the same senior team, with code and accounts in your name.
Training pipelines
Repeatable model training.
Model deployment
APIs and batch jobs in production.
Monitoring & drift
Accuracy watched over time.
Feature stores
Shared features for every model.
LLMOps
Prompt versioning, evaluation and cost tracking.
GPU cost control
Compute sized to the workload.
Airwallex
Global business accounts and FX. Interfaces and services for money moving across borders.
Five steps, no surprises.
Typical timeline: 6–12 weeks. You see working software at the end of every sprint.
Assess
Use cases ranked by value and feasibility, with the data each one needs.
Prototype
A working proof on your data, measured against a baseline.
Evaluate
Test sets, guardrails and cost per request agreed before scale.
Ship
Integrated into the product with logging and human review where it matters.
Monitor
Quality, drift and cost tracked in production.
Why teams choose Mariox.
A decade of shipping with one team, not a network of freelancers.
The people who scope your project are the people who build it.
For Airwallex, Zeller, Kogan, HotDoc, Graphy and hundreds more.
Code, cloud accounts and documentation in your name from day one.
Noida, Bangalore, Dallas and Australia, with agreed overlap hours.
Fixed-scope project
A defined outcome, price and date, agreed after a short discovery.
Dedicated team
A squad from our in-house team that works only on your product.
Monthly retainer
Ongoing support, iteration and capacity, billed by the month.
MLOps & LLMOps: questions.
Yes. We wrap, test and deploy existing models.