shouldi - AI Decision Simulator
How we combined LLMs, Monte Carlo simulations, and domain-specific skills to build a decision simulator.
Crafting data and AI products from the ground up — and helping others do the same. From intelligent tools to production ML systems, we turn data into action.
From data infrastructure to production AI — we cover every stage of the data lifecycle to transform your organization into a data-driven leader.
Designing modern, high-performance web applications with cutting-edge technologies. From responsive landing pages to complex full-stack platforms.
Building scalable data-intensive applications that match your business demands. We create future-proof data pipelines, warehouses, and lakes.
Crafting bespoke machine learning models to meet your specific needs, boost revenue, cut costs, and secure a competitive edge with AI.
Developing state-of-the-art platform, deployment and monitoring architectures to support and accelerate use case development for ML teams.
Designing and developing tailored AI solutions that efficiently, ethically, and securely integrate into your existing systems.
Our proven methodology ensures every project delivers measurable results. We combine deep technical expertise with a human-centric approach to drive your data transformation forward.
We analyze your data landscape, business goals, and technical requirements to craft a tailored roadmap for your data transformation.
Our experts design scalable, future-proof architectures that align with your infrastructure, ensuring seamless integration and optimal performance.
We build robust data pipelines, train precise ML models, and develop AI solutions that integrate smoothly with your existing systems.
Production-ready deployment with comprehensive monitoring, automated retraining, and continuous optimization to ensure lasting value.
Explore how we've helped businesses transform their data into competitive advantage through innovative solutions.
How we combined LLMs, Monte Carlo simulations, and domain-specific skills to build a decision simulator.
How we built a zero-cost AI agent that runs 24/7 on AWS, manages calendars, searches the web, and automates workflows through Telegram.
ActOnData is a product studio that builds data and AI products. We create our own tools — like shouldi.io and our 24/7 AI Personal Assistant — and we help businesses build theirs.
We architect, build, and ship end-to-end: from data pipelines and ML models to production-ready AI systems. Every product we release reflects our hands-on engineering approach.
Alongside our own products, we offer consulting and engineering services for companies looking to build data-driven solutions — bringing the same product-first mindset to every engagement.
We provide expert guidance and clarity, helping your organization adapt and stay ahead in a constantly changing technological landscape.
Many businesses struggle to achieve significant returns from their AI initiatives. We provide strategies for measurable growth and business alignment.
Our specialists integrate with your team, elevating expertise and accelerating project timelines with deep understanding of AI and data systems.
Our method simplifies your transition, boosting operations and productivity with minimal complexity and disruption to your business.
Founder & Lead Data Scientist
Data Scientist & ML Engineer with over 7 years of experience in data-driven application development and machine learning. MSc in Software Systems Engineering from RWTH Aachen University. Passionate about turning complex data into clear, actionable products.
Let's discuss your project and see how we can turn your data into a competitive advantage. No commitment required — just a conversation about possibilities.