VERMYN

Work

Systems, written up honestly.

Each entry below describes the problem, the system we built and what it delivers. Every one is labelled as either a technical case study or a demo project, so you know exactly what you are reading.

We do not name clients who have not agreed in writing to be named, and we do not publish revenue figures, user counts or percentage improvements we cannot evidence. Where client work cannot be disclosed, we publish the engineering approach instead.

6 case studies shown for All.

  • Technical case study

    Data Engineering · Industrial / manufacturing

    Industrial Data Intelligence

    Machine telemetry arriving continuously from industrial equipment, turned into a consistent time-series store that engineers can query and chart.

    • Python
    • ETL
    • InfluxDB
    • Grafana
    View Case Study
  • Demo project

    AI / ML · Industrial / manufacturing

    Equipment Condition Modelling

    A worked baseline for condition monitoring: feature engineering over sensor history, an evaluated model, and a serving path.

    • Python
    • scikit-learn
    • MLflow
    • FastAPI
    View Case Study
  • Demo project

    Automation · Operations / back office

    Document Processing Pipeline

    Structured extraction from recurring business documents, with confidence thresholds and a human review path for anything uncertain.

    • Python
    • OpenAI APIs
    • FastAPI
    • PostgreSQL
    View Case Study
  • Demo project

    Analytics · Operations

    Operations Analytics Layer

    One modelled data layer and one metric definition, replacing parallel spreadsheets that disagreed with each other.

    • SQL
    • Python
    • PostgreSQL
    • Pandas
    View Case Study
  • Demo project

    Data Engineering · Cross-industry

    Multi-source Ingestion Framework

    A configuration-driven ingestion framework, so adding a new data source is a config change rather than a new codebase.

    • Python
    • Apache Airflow
    • PySpark
    • PostgreSQL
    View Case Study
  • Demo project

    AI / ML · Professional services

    Internal Knowledge Retrieval

    Question answering over an organisation's own documents, built so every answer cites the source it came from.

    • Python
    • OpenAI APIs
    • PostgreSQL
    • FastAPI
    View Case Study

Working on something similar?

If one of these looks close to your problem, tell us where yours differs. That difference is usually the whole project.