I have dedicated years to going deep on AI — not as a user of tools, but as someone who builds the infrastructure, trains the models, gates the output, ships the products, and teaches others to do the same. Bring me your hardest AI problem.
The internet is full of people who figured out how to use ChatGPT last year and now sell AI consulting. That's not what this is.
I've spent years working directly with AI systems at every layer — calling APIs, routing requests through Cloudflare AI Gateway, building RAG pipelines from scratch, handling embeddings, managing token costs, training models on custom data, gating output so it stays on-brand and on-topic, and deploying self-hosted models for clients who can't send data to the cloud. I've built a full AI SaaS platform. I've written the billing system. I've automated the client onboarding with Claude. I've shipped it.
I can also teach you. If you're a senior person who wants to understand AI properly — not a course, not a demo, but a real hands-on conversation about what's actually worth building for your specific situation — that's something I do.
Not demos. Not experiments. Production systems with real architecture.
A fully self-built, enterprise-ready AI SaaS platform I designed and built from scratch. Phasma is not a chatbot plugin — it is a complete managed AI infrastructure with its own hub-spoke architecture, billing system, license management, automated client onboarding, and a demo engine that generates personalized sales demos automatically. A startup to watch.
A personal Streamlit trading dashboard with AI-powered market analysis. Multi-tab interface with candlestick charts, catalyst scanning, backtesting, and an AI morning brief that summarizes market conditions before the open.
Most people use AI through ChatGPT or Claude.ai. I work with the underlying APIs directly — writing code that calls them, handling authentication, managing token limits, normalizing responses across different provider formats, and routing traffic intelligently.
Through Cloudflare AI Gateway, I've built systems that route to Anthropic, OpenAI, Google, Meta, Mistral, and DeepSeek from a single API token — with unified billing, automatic logging, and the ability to switch models or providers without touching client infrastructure.
Healthcare providers, legal firms, HR departments, and anyone handling sensitive client data has a real problem with cloud AI — their information goes to someone else's server.
I run Ollama locally with open source models (Llama, Mistral, and others) and deploy OpenWebUI for clients who need a private, self-hosted AI interface. Same ChatGPT-style experience, zero data leaving your infrastructure.
This isn't a theoretical capability. I run it. I can set it up for you.
Local LLM inference on your own hardware. Running Llama, Mistral, and other open source models. No API calls, no data leaving the machine.
Self-hosted ChatGPT-style interface I deploy for clients. Your team gets a familiar AI chat experience on your own server, connected to your models.
Runs on your VPS or dedicated server. SSL secured, access controlled. No subscription to a third-party AI service required.
Concrete engagements, not vague "AI strategy."
A properly configured, bilingual AI chatbot for your website — set up, trained on your content, and managed by me. You never touch the tech. Enquire for pricing.
Give your AI actual knowledge about your business — products, policies, FAQs, procedures. I build RAG pipelines that chunk, embed, and retrieve your content so the AI answers from your data, not guesses.
Adding AI capabilities to your existing systems — WordPress, WooCommerce, ActiveCampaign, custom apps. I write the integration code, not just configure a plugin.
Ollama + OpenWebUI on your own server. Your team gets a ChatGPT-like tool, your data stays on-premises. Ideal for healthcare, legal, HR, or anyone with sensitive client information.
AI that stays on-topic and on-brand. I implement stop words, output gating, topic restrictions, and guardrails so your AI doesn't go off-script, embarrass you, or answer things it shouldn't. Important for any client-facing deployment.
Connecting AI to your existing business processes — content pipelines, lead qualification, customer communication, report generation. Real automation, not demos.
Not a course. A direct conversation with someone who has built real AI systems from scratch. I'll show you what's actually worth doing for your specific situation, what's noise, and how to stop being dependent on people who don't fully understand it either. For senior people who want to get genuinely good at this.
Fine-tuning, system prompt design, context management, RAG knowledge base training, structured output, output gating and guardrails. I'll train your model, gate its responses, and make it behave exactly the way your use case requires — and stay there.
French and English AI systems that actually work in both languages — not translated, natively bilingual. A real differentiator if you serve the Quebec market.
"You've been ALL ACEs to work with!"
"I've worked with Jer for years on projects most developers would find overwhelming. He handles it all — fast, clear, and without drama. When I needed someone for my own site, the decision took about five seconds."
"Of all the many hats a personal trainer or gym owner has to wear, fussing over how to make, manage, or update a website can feel like a full-time job. Jer and I have been working together for several years, and I don't know what I would have done without him. He's professional, he's efficient, he doesn't blow smoke up your 'you know where', and he doesn't make you feel like you need to take out a second mortgage to afford him. If you're on the fence, here's your opportunity to hop off of it."
"Jer is incredible to work with, he's skilled, knowledgeable, and has helped bring ideas for my website and business to life that makes my job infinitely easier. His communication skills are second to none. I highly recommend him!"
"The best thing I can say about Jer is you don't even know he's there... shit just works... he's a Ninja Webmaster. On top of that, he's extremely fair priced. Don't use Jer at your own peril."
"Working with Jeremy has been a breath of fresh air. He communicates clearly, solves problems quickly, and makes complex technology feel manageable. I highly recommend Jeremy to anyone looking for reliable and thoughtful tech support."
"Jer has been our primary technical person for six years. He built and maintains our infrastructure — from our APIs and database systems to our web properties and marketing technology. In that time, we've grown our company and had zero unplanned downtime. He responds immediately when it matters, explains things clearly, and has never let us down."
"Jeremy is very easy to work with and always quick to respond when we need support. He helps address issues and anticipate potential problems, giving our organization reliable and straightforward tech support we can count on. I would recommend him to any non-profit director looking for someone they can truly rely on."
"Working with Jeremy is an incredibly positive experience. He brings strong technical expertise and a thoughtful awareness of the realities non-profits face. He consistently brings clarity and calm to what can often feel overwhelming, and his reliability and clear communication make complex projects feel manageable from start to finish."
I'll build it, train it, gate it, or teach you to do it yourself. There is nothing in AI I can't handle. Let's talk.