A closer look at what I've built

Explore projects focused on practical AI, workflow improvement, and solving real operational challenges.

What I focus on

  • Simplifying business operations with AI
  • Reducing manual admin and bottlenecks
  • Building simple internal tools and dashboards
  • Helping teams use AI with more confidence
Selected Work

Project highlights

Each entry outlines what was built and the business outcome it delivered.

Credit Risk Early Warning System

What it does

  • Identifies high-risk clients faster than traditional reporting tools.
  • Pulls real-time signals from external news sources and processes them automatically.
  • Surfaces clear risk indicators to finance and leadership teams.

Business outcome

Enables earlier intervention and better decision-making, replacing reactive reporting with proactive risk detection.

AI Invoice Enquiry Workflow

What it does

  • Automatically detects and categorises incoming invoice queries.
  • Drafts responses or routes requests to the right person or system.
  • Flags missing references and exceptions for quick review.

Business outcome

Reduces manual inbox handling, cuts response times, and removes a steady stream of repetitive admin from the finance team.

Meeting Cost Awareness Tool

What it does

  • Estimates the real cost of a meeting based on attendees, duration, and roles.
  • Surfaces that information directly inside everyday calendar workflows.

Business outcome

Helps leaders rethink unnecessary meetings and gives teams a simple nudge toward better use of time.

Inbox & Workflow Automation

What it does

  • Sorts and prioritises incoming messages, with daily summaries of what actually needs attention.
  • Handles multi-step workflows with conditional logic, validation, and error handling.
  • Connects systems together so information moves automatically instead of being copied by hand.

Business outcome

Removes repetitive admin, speeds up response times, and frees teams to focus on the work that actually moves the business forward.

Internal Tools & Dashboards

What it does

  • Small, focused internal tools designed for the people actually using them.
  • Clear layouts and language so non-technical teams can adopt them without training.

Business outcome

Makes information easier to act on, improves adoption of internal AI initiatives, and reduces the friction of everyday work.

Cross-Tool, Cross-Domain Capability

What it shows

  • Comfort moving between data, automation, and simple interface design.
  • Experience working with finance, risk, and operations stakeholders.
  • A delivery mindset shaped by high-volume, high-risk environments.

Business outcome

Translates technical work into clear business impact, with practical solutions that fit the way teams already operate.

Have a process that needs simplifying?

If your team is dealing with manual processes, messy workflows, or wants to feel more confident using AI day-to-day, I can help.

Get in touch