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AILY LABS

Data Scientist, July 2023 to Nov 2025, Madrid. I joined straight after my master's and built production AI for a Fortune 500 pharmaceutical company: LLM agents, retrieval, NLP, and time-series forecasting. I started as Junior Data Scientist I and left as Mid Data Scientist.

The company

AILY LABS builds a decision intelligence platform for large enterprises: AI agents that turn company data into recommendations for finance, supply chain, R&D, and commercial teams. It was founded in 2020 by Bianca Anghelina.

  • Aug 2023. €19M Series A, about $20M, led by Insight Partners. It was the company's first outside funding, a month after I joined.
  • Nov 2025. $80M Series B led by FPV Ventures, with Insight Partners and J.P. Morgan. It was announced the month I left.

Shop-floor agent

I built a Graph RAG service that helped operators find relevant information in factory equipment manuals. Answers included source references so operators could check the original documentation.

NLP before GenAI

I worked on text classification for manufacturing quality assurance, comparing supervised learning approaches and selecting models for production.

Agents in production

I built and maintained production LLM agents, including retrieval, tool use, and tracing to investigate failures and improve reliability.

Data pipelines

I owned Airflow and Docker pipelines on AWS and reduced processing time by restructuring ETL logic and optimizing database queries.

Team

I mentored interns through data preparation, modeling, evaluation, and deployment, and started a recurring knowledge-sharing session for the team.