AI Research, Development & Infrastructure
AI systems that actually work.
We design and build proprietary AI tools and applied machine learning systems.
From intelligent dashboards and research assistants to autonomous agents and production ML pipelines.
Take AI from experiment to deployment.
Focus Areas
Where we apply intelligence.
We work in domains where data complexity and decision speed matter.
Capital Markets & Finance
Quantitative alpha research, statistical feature creation, post-trade analytics and risk management, quantitative data pipelines.
Data-Driven Organisations
Transforming large datasets into operational intelligence - enabling faster, more accurate decision-making.
Research & Action Agents
AI agents to perform complex research, monitor systems and perform operational tasks autonomously.
Our Approach
From experiment
to production.
Many organisations experiment with AI but struggle to deploy it reliably. The gap between research prototypes and production systems is where most projects fail.
Altum Intelligence focuses specifically on bridging this gap — helping design systems that move smoothly through the full lifecycle.
AI that runs reliably,
not just impressively in demos.
Research
Exploring models, data and experimental approaches.
Prototype
Developing proof-of-concept systems and validating ideas.
Production
Building reliable systems with proper infrastructure, monitoring and deployment.
Operation
Ensuring AI systems continue to perform reliably in real-world conditions.
Applied Intelligence Systems
Practical AI for complex environments.
We build systems that combine machine learning, data infrastructure and modern software engineering to deliver real operational value — not just impressive demos.
Quantitative Research
Proprietary alpha research specifically for high-frequency mid-frequency time horizons using statistical ML-driven signals.
Autonomous Agents
Task-oriented AI agents that interact with APIs, datasets and internal systems to automate analysis, monitoring and reporting.
Production ML Pipelines
Infrastructure for training, deploying and monitoring machine learning models in real-world environments.
Intelligent Dashboards
Decision-support systems that combine machine learning outputs, live data and analytics into operational dashboards.
Experimental Lab
Building the next generation of AI tools.
Alongside client collaborations, Altum Intelligence runs an experimental lab exploring new approaches to applied machine intelligence.
These experiments form the foundation for future products developed under the Altum Group.
Areas of exploration
- 01Quantitative ML-based alpha research for capital markets
- 02Advanced feature engineering pipelines
- 03AI research agents
- 04Automated data exploration systems
- 05Autonomous monitoring agents
Founder
Jakob Aungiers
Founder, Altum Intelligence
Altum Intelligence was founded by Jakob Aungiers, a machine learning engineer and quantitative researcher with over a decade of experience developing artificial intelligence and machine learning systems for financial markets.
His work spans financial institutions of varying scales, from applying machine learning to long-horizon asset management strategies to developing quantitative models for intraday and high-frequency trading.
Mission
Altum Intelligence was created to build applied intelligence systems that move machine learning from research into reliable real-world production systems.
Work With Us
Collaboration
Altum Intelligence operates as an applied research and engineering lab. We collaborate with organisations building advanced data systems, machine learning tools and intelligent software.
Whether you are experimenting with new ideas or deploying production systems, we can help design the infrastructure required to make them reliable.
We work with a limited number of partners at any time to maintain a strong focus on technical quality.
Typical engagements
Contact
Start a conversation.
If you are building data-intensive systems or exploring new AI capabilities,
we're interested to hear from you.