I've gone deep into AI — not as a user of tools, but as someone who builds with the APIs, runs the infrastructure, and ships products on top of it. There's a big difference.
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 been working with AI APIs directly — writing code that calls Anthropic, OpenAI, Google, and others, routing requests through Cloudflare AI Gateway for unified billing, building RAG pipelines, handling embeddings, managing token costs, and deploying self-hosted models for clients who can't send data to the cloud.
The difference matters when you're making a real business decision.
Not demos. Not experiments. Production systems with real users.
A full managed AI chatbot service I designed, built, and operate — targeting fitness coaches, studios, and non-profits in Canada. Bilingual English/French out of the box. Clients get a setup fee and a monthly subscription; I handle everything technical.
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.
A Python CLI tool that researches a business from a URL, scrapes and extracts key information using Claude, then auto-generates a production-ready chatbot system prompt and gateway import config. What used to take an hour now takes minutes.
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 chatbot for your website through Phasma — my own platform built for fitness coaches and non-profits. Setup fee plus monthly. I handle everything.
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.
Practical, hands-on training in how to get dramatically more out of the AI tools you already pay for. Not a generic course — tailored to your business, your tools, and your actual workflows. I'll show your staff what's possible and how to get there.
System prompt design, context management, temperature and parameter tuning, structured output, multi-turn conversation handling. Getting the model to behave exactly the way your use case requires.
French and English AI systems that actually work in both languages — not translated, natively bilingual. A real differentiator if you serve the Quebec market.
"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!"
"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."
Not a pitch deck. A real conversation about your situation and whether there's a genuine use case worth building.
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