AI products & automation
Useful LLM workflows, agent systems, rapid prototypes, evaluation, human review, and a credible route to production.
AI systems, product engineering, technical leadership, and software rescue for teams with ambitious goals and complicated realities.
Casper Lotter
Lead AI Consultant
“Listen. Model. Ship. Learn.”
Experience across
How I can help
I’m most useful when the problem crosses boundaries: product and engineering, prototype and production, legacy and modern, people and systems.
Useful LLM workflows, agent systems, rapid prototypes, evaluation, human review, and a credible route to production.
Production-shaped vertical slices across backend, frontend, data, integrations, testing, and deployment.
Untangle legacy systems, restore delivery confidence, reduce operational risk, and modernise without stopping the business.
Architecture, due diligence, engineering strategy, work-system design, and coaching that makes the team more capable.
Selected work
A sample of the systems and problem spaces in my recent orbit. Client work is described at a respectful, non-confidential level.
A data-driven space simulation spanning an authoritative Phoenix server, a deeply modular Rust engine, networking, persistence, diagnostics, and AI-driven narrative systems.
Modern product engineering around a substantial tax platform: legacy Symfony and Vue systems, a new React application, contract-generated APIs, automated testing, and complex guided tax journeys.
Full-stack work across a mature Rails recruitment platform, rich Vue interfaces, search and document generation, plus newer SvelteKit, Firebase, and Phoenix services.
An agent coordination control plane with code intelligence, plus a disciplined reverse-engineering workflow that turns existing applications into implementation-ready system specifications.
Experiments and products spanning conversational invoicing, AI questionnaires, story and cookbook generation, work-system mapping, PDF publishing, OCR, audio transcription, and Telegram-first interfaces.
Also shipped: civic campaign sites, Firebase cloud functions, multiseat computing solutions, Telegram bots, document pipelines, mapping interfaces, Storybook systems, and high-confidence automated test suites.
Browse GitHubA useful first conversation
Choose the situation closest to yours. This small interaction is running on Phoenix LiveView—the kind of simple technology choice I favour when it fits the work.
A critical system is stuck
I work with the team to separate symptoms from causes, reduce operational risk, and turn the next release into an achievable plan.
Map the failure modes, business pressure, and technical constraints.
Create a risk-ranked intervention plan with visible decision points.
Pair with your team to ship the highest-leverage fixes first.
Working outcome
A calmer system, an explicit recovery path, and fewer expensive surprises.
Working toolkit
Technology is downstream of the problem. I choose tools for feedback speed, reliability, team fit, and the cost of living with the result.
LLM integration · Agent workflows · Prompt systems · Evaluation · OCR · Audio · Human-in-the-loop design
Elixir · Phoenix · LiveView · Rust · Ruby on Rails · PHP / Symfony · PostgreSQL · Redis · APIs · Real-time systems
React · TypeScript · SvelteKit · Vue · Tailwind CSS · MUI · Storybook · Accessibility · Data visualisation
Docker · Kamal · CI/CD · Playwright · Vitest · RSpec · Firebase · GCP · AWS · DigitalOcean · Observability
Product discovery · Architecture · Technical due diligence · Agile coaching · Domain modelling · Legacy modernisation
About Casper
I’ve spent more than twenty years helping businesses explore, expand, and extract value through software—across mining, fintech, messaging, recruitment, tax, education, and emerging AI systems.
I care about building the right thing, building it well, and leaving the people and system more capable than I found them. That means technical quality and candid conversations belong in the same engagement.
Understand the work from every relevant seat.
Shorten the distance between decisions and evidence.
Make outcomes and ownership explicit.
What collaborators say
“Casper possesses a rare asset: understanding—both of the technical and motivational aspects of projects.”
“A high-quality software engineer with the discipline to build world-class code and manage it through design, testing, and release.”
Have a difficult problem?
Send me the context, the constraint, and what “better” would look like. I’ll tell you candidly whether I can help.
Cape Town · Remote-friendly · Select consultancy engagements
We can't find the internet
Attempting to reconnect
Something went wrong!
Attempting to reconnect