Research / Data / Software

SWANALYTICA

Est. 2023

We use research, data and software to turn complex questions into informed decisions and working systems.

01 / Expertise

What we
work on.

Research &
development

Feasibility studies, prototypes and technical exploration.

Data
science

Analysis that reveals patterns and supports decisions.

Machine learning &
generative AI

Fine-tuning and LoRA training, LLM-based classification, and advice on choosing and evaluating generative AI models.

Software
engineering

Dependable systems built from validated ideas.

02 / Questions

Questions we
help answer.

  • Cost

    Can a fine‑tuned open model replace our API‑based classifier at lower cost?

  • Infrastructure

    What would it take to run LLM inference in‑house instead of calling an external API?

  • Sensitive data

    How do we train a model on our own sensitive data without it leaving our infrastructure?

  • Adaptation

    Is prompting enough for our domain, or do we need fine‑tuning or LoRA adapters?

  • Model choice

    Which model should we use, and how do we show it is good enough for production?

  • Data readiness

    Is our data good enough to train on, and how much labelling do we actually need?

03 / Contact

Have a question
worth exploring?