LLM workflows
Designing practical workflows around ChatGPT, Claude, Gemini and agent-style tools: prompts, process maps, repeatable outputs, review gates and usable business systems.
Swinton · Manchester · UK-wide remote
LH Digital Services Business and trading nameLLM-fluent digital work, built in public.
This is my working portfolio for freelance digital jobs: LLM workflows, AI-assisted builds, schema markup, practical web fixes and content systems. The simple version: if you need something LLM-fluent built, improved, connected or explained — I can build it.
Portfolio focus
Freelance-ready digital services with a clear bias: practical LLM fluency, fast execution and work that can be shown, tested and improved.
Vibe-coded builds
Fast AI-assisted prototypes, landing pages, small tools and automation ideas built with modern LLM development workflows — enough structure to ship, not just “generate and pray”.
AI visibility & web fixes
Schema markup, content structure, technical hygiene and local visibility support for businesses that need their site to make sense to people, search engines and AI systems.
Old-web experience. New-world AI fluency.
My digital work started in the early web era, when websites were hand-built, fragile and slightly feral. I am now rebuilding that experience around modern LLM tools, AI-assisted development, structured data, content systems and the way search is shifting from blue links to generated answers.
This site is intended to become a living portfolio: the place where I show working examples, document experiments, publish useful builds and give freelance clients a clear sense of what I can make. Main focus: LLM fluent — you need it, I can build it.
Experienced LLM workflow designer
Experienced vibe coder
Schema.org / JSON-LD
GEO / AEO
Technical SEO
Portfolio builds
Built for freelance usefulness.
The freelance market is full of people claiming AI knowledge after three prompts and a YouTube thumbnail. My angle is more practical: use LLMs to design workflows, speed up builds, improve websites, structure content and make digital work easier to repeat.
I work best where the job needs a mix of AI fluency, digital marketing sense, structured thinking and enough technical confidence to get things built rather than endlessly discussed.
The portfolio will grow with examples of AI workflows, schema implementations, landing pages, content systems, automation experiments and practical client-facing tools. For AI visibility specifically, AI Visible is the live service brand.
Selected work
Two portfolio case studies showing the kind of AI-native product, workflow and service design I am building around. AI Visible now includes a real post-fix audit report showcase rather than a made-up example.
AI search visibility service
AI Visible case study
How I built a practical AI visibility consultancy and audit workflow for UK small businesses, including a real post-fix audit report example showing scoring, applied fixes, remaining issues and next actions.
SaaS product build
SchemaForge case study
How I designed and vibe-coded a multi-tenant SaaS platform for AI search visibility monitoring, with white-label agency use, role-based access, audit workflows, billing architecture and scalable client portals.
View the AI Visible example audit report HTML — useful as a quick browser preview alongside the PDF case study.
Quick answers
Short version: I use LLMs properly — to build useful things, not just produce confident nonsense faster.
What do you mean by LLM fluent?
I mean practical working fluency with modern AI tools: designing prompts, chaining tasks, creating reusable workflows, reviewing outputs properly, building prototypes and turning AI assistance into something a business can actually use.
Can AI visibility guarantee rankings or citations?
No. Anyone promising guaranteed AI citations is selling moonbeams in a branded PDF. The honest aim is to improve clarity, evidence and crawlable signals so your site has a better chance of being understood and surfaced.
Do you only work with businesses in Salford or Manchester?
No. I am based in Salford and work naturally with Greater Manchester businesses, but the work can be delivered remotely across the UK.
Are you available for freelance work?
Yes. This site is being developed as a portfolio for freelance jobs around LLM workflows, AI-assisted digital builds, web improvements, schema markup and practical AI visibility work.