Enterprise AI Infrastructure

Applied AI Engineering.

Marvio is an applied AI engineering firm that designs, builds, and scales custom AI infrastructure for complex enterprise operations.

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Enterprise Operations and Logistics
About

Engineering capability.

We deploy specialised engineering teams to solve complex integration and deployment challenges for enterprise operations.

01

Applied AI Engineering

Development of streaming data pipelines, agent-driven architectures, and parallel LLM processing systems.

02

High-Performance Infrastructure

Architecture of event-driven microservices and high-concurrency platforms designed for scale.

03

Technical Leadership

Founded by a former Lead Architect with a decade of experience shipping production systems across biotech, fintech, and enterprise SaaS.

Services

Core competencies.

01

Custom AI
Solutions

Development and deployment of custom AI agents and automation systems integrated directly into your existing technology environment.

02

Enterprise Data
Pipelines

Engineering secure, scalable architectures to extract, clean, and structure data for large language models.

03

Forward-Deployed
Engineering

Embedding specialised engineering teams within your organisation to solve complex integration and deployment challenges.

04

Founding Engineer
as a Service

Providing interim technical leadership to architect V1 systems, establish deployment pipelines, and de-risk technical foundations.

05

Legacy Systems
Modernisation

Building the connective infrastructure required to link modern AI capabilities to legacy operational tools.

06

Real-Time
Systems Engineering

Architecting high-concurrency platforms built to process thousands of events per second.

Deployment Framework

Lifecycle.

We operate on a standard deployment lifecycle to move from initial architecture to production software.

01

Architecture & Design

Mapping operational workflows and architecting the foundational AI integration strategy.

Week 1
02

Prototyping

Deploying a working proof-of-concept into your environment to validate AI capabilities against real enterprise data.

Weeks 2 – 3
03

Production Build

Delivering a production-grade system with monitoring, documentation, and handover.

Weeks 4 – 8
Track Record

Selected deployments.

Biotech

AI-Powered Scientific Data Extraction

Embedded with scientists to architect a streaming, agent-driven platform with parallel LLM processing. Ingested and structured heterogeneous research datasets at scale for one of the world's largest biotechnology organisations.

Millions
Records processed daily
Fintech

Real-Time Collaboration & High-Concurrency Platform

Acted as Founding Engineer to architect a high-throughput transaction service handling thousands of simultaneous users. Built a real-time collaboration engine enabling distributed teams to edit without sync conflicts.

10k+
Concurrent users supported
Freight & Logistics

Intelligent Data Processing Pipeline

Forward deployed into a complex logistics environment to build a high-performance, event-driven microservice architecture. Processed millions of records daily through intelligent pipelines connecting disparate legacy systems.

30+
Engineers led across the platform
Social Media SaaS

Frontend Framework & Platform Architecture

As lead architect, built the entire front-end architecture and UI framework from the ground up, establishing the technical foundation that powered the platform through hypergrowth from early-stage to global adoption.

1.5M+
Daily scheduled posts
Applied AI Engineering Team
Leadership

Guided by experience.

Combining deep operational knowledge with technical architecture.

Kristi Buda

Lead Architect

Over a decade of engineering leadership across biotech, proptech, fintech, and enterprise SaaS, architecting AI extraction platforms, real-time collaboration systems, and high-concurrency services. Previously led teams of 30+ engineers and transformed deployment pipelines from biweekly to fully automated continuous delivery.

Currently partnering with ambitious enterprises to design, build, and deploy custom AI infrastructure into production environments.

Full CV → LinkedIn →
Track Record

Trusted by engineering leaders.

"Buda's deep knowledge of design, paired with technical prowess in frontend technologies, and ability to deliver on complex backend infrastructure, really shows what kind of multi-talented individual he is. Not least, his amount of energy and resilience have allowed many people to rely on him with mission-critical deliverables."

Fabio Tamagno

monday.com

"I've seen firsthand that Buda is highly knowledgeable and skilled in real-time collaboration features, and has the discipline to implement clean and professional software."

Joseph Young

Artificial Labs
Contact

Initiate a deployment.

Contact us to discuss your enterprise integration requirements.

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