Map the workflow
Turn messy company processes into clear specs, system boundaries, data models, and delivery checkpoints.
AI WORKFLOW ENGINEERING
Full-stack software engineer building AI-enabled workflows.
I'm Graham, a software engineer with five years across legaltech and fintech. I help companies turn operational workflows into dependable full-stack products, practical AI/LLM build loops, and automation that reduces manual work without losing control.
Focus
Based in ZurichOpen to SWE roles
ABOUT
I build durable systems for high-stakes operational workflows.
My work centers on engineering quality that survives growth: thoughtful interfaces, robust APIs, and systems that teams can confidently extend.
- Legaltech and fintech experience across product, platform, testing, and production support.
- Strongest in ambiguous domains where product judgment, workflow automation, and reliability meet.
- Comfortable using modern AI engineering processes to move from specs to tested implementation with less waste.
Current
Software Engineer building regulated workflow systems across legaltech and fintech.
Strength
Owning complex product work end-to-end, from planning and architecture to build, test, rollout, and production hardening.
Range
Frontend, backend, testing, cloud operations, security hardening, and LLM-assisted workflows that make teams faster.
AI WORKFLOW DELIVERY
I help companies turn operational complexity into AI-assisted production systems.
The value is not a chatbot on the edge of the business. It is finding the workflows where AI can shorten delivery cycles, reduce manual work, and make teams more effective without losing control.
- 01Workflow
- 02Spec
- 03AI build loop
- 04Production check
Faster product iterationLower engineering wasteRepeatable delivery systemsMaintainable automation
Build with AI loops
Use Codex and LLM-assisted workflows to move from PRD to implementation faster while keeping architecture intentional.
Automate operations
Connect intake, validation, document generation, fulfilment events, support handoffs, and internal tools.
Verify for production
Keep humans in the loop with tests, review gates, logs, security checks, and rollout hardening around AI-assisted output.
PROJECTS & IMPACT
Product systems taken from ambiguity to production.
My strongest work turns complex workflow problems into reliable software that customers and operations teams can depend on.
Company Mutation Automation Platform
Owned the end-to-end build of a platform that lets existing companies change registered details with the commercial register through a largely automated workflow.
I took the project from planning and architecture through implementation, testing, document automation, rollout, and production hardening. Customers enter a change once; the system validates the request, prepares fulfilment data, generates the required documents, syncs the case context, and moves the work forward with minimal human intervention.
End-to-End Ownership
- Planned and architected the product model for company detail, address, personnel, governance, and ownership changes
- Built the customer journey across intake, checkout, review, confirmation, support, and follow-up tasks
- Delivered the backend workflow orchestration, validation rules, document automation, fulfilment events, and sync automation
- Tested edge cases, handled production rollout issues, and strengthened reliability after real customer usage
Project Lifecycle
idea to productionPlan
Architect
Build
Test
Automate
Launch
Harden
Customer Workflow Design
Turned dense legal and operational rules into guided customer journeys for changes that are easy to get wrong, including ownership transfers and person-role updates.
Operations Automation
Created the automated path from customer intake to fulfilment, connecting structured data, required documents, sync events, and order context from one workflow.
Data Integrity & Recovery
Designed draft-versus-valid change tracking so company and person records can be changed, compared, audited, and recovered without losing historical context.
Reliability Under Pressure
Owned fixes and hardening across document generation, folder syncing, validation, ID handling, and rollout readiness while strengthening the workflows underneath.
Five years across legaltech and fintechFull-stack delivery across React, Angular, NestJS, and SpringEnterprise document platforms, CI testing, security hardening, and production supportModern AI/LLM workflows for faster PRD-to-implementation cycles, lower build cost, and stronger test coverage
STACK
Tools I rely on to ship fast and keep quality high.
I keep the stack pragmatic: proven frameworks, strong typing, maintainable architecture, and AI-assisted workflows that shorten delivery cycles without sacrificing reliability.
Core Languages
TypeScriptJavaScriptJavaHTMLCSS
Frameworks
ReactNext.jsAngularNode.jsNestJSSpring Boot
Infrastructure
MongoDBAWSDockerJenkinsGitGoogle Drive APIs
Testing
PlaywrightJestReact Testing LibraryCypressPostman
What I Build
Workflow AutomationDocument PlatformsProduct APIsInternal ToolsFull-Stack ProductsOperational Systems
AI Tooling
OpenAI APICodexLLM Product WorkflowsAI-Assisted DevelopmentPRD to ImplementationSpec-Driven DeliveryCost-Aware Automation
CONTACT
If you are hiring builders who execute, let's talk.
I am open to software engineering opportunities where product quality and technical rigor matter.