About
An AI-powered Proof of Concept for automated market data extraction, this project rapidly delivered a functional prototype that collects and analyzes job listings from diverse online sources. By combining LLM-based extraction with agile development, the solution proved both scalable and compliant - demonstrating the power of AI for fast, accurate, and risk-reduced data gathering.
Challenge, approach, and impact
1. Comprehensive Data Collection Across Diverse Sources
The project required gathering job listings from both structured and unstructured sources including public job portals and recruitment agency websites, building a centralized, reliable market database.
2. Ensuring Legal and Ethical Compliance
A core challenge was to ensure the data collection process adhered strictly to relevant legislation and ethical standards, gathering only valid and authorized job listings while avoiding any unauthorized practices.
3. Navigating High Uncertainty and Technical Complexity
With no predefined solution, our team faced significant uncertainty around technical feasibility and efficiency. Success depended on rapid experimentation, iterative development, and ongoing evaluation to meet the client's expectations for data quality and cost-effectiveness.
4. Designing for Scalability and Future Expansion
The solution needed to be robust and scalable, capable of adapting to new data sources, markets, and changing requirements—ensuring long-term value and easy extension to other regions or data domains.
How we built
Testimonials
Juraj Urban, Frontend Developer @ Cassovia Code
Cassovia Code
“Contributing to this AI-powered prototype was both challenging and rewarding. I developed a modern frontend that turns complex data into clear, actionable insights. Working closely in a small team, I had the chance to apply the latest technologies and see firsthand how scalable AI solutions can transform data collection and analysis.“
Team structure
Client team
Ulrich Böttger
Head of projects
Project stakeholder
The client stakeholders were working closely with the team at Cassovia Code
Agency team
2 x Frontend Developer
Production
1 x AI Engineer
Production
