It’s How AI Systems Start Making Sense Together If you think MCP is just a way for AI to remember things — you’re only seeing half the picture. Yes, memory is part of it.But Model Context Protocol is something bigger:It’s how AI systems share context, coordinate across workflows, and make decisions that feel intelligent — […]
What’s the Difference — and Why It Matters for Your Business Everyone’s talking about AI right now — but not everyone’s using the same language. You’ve heard: And if you’re like most business owners, you’re wondering:What does any of this actually mean for me? This blog breaks down the difference between LLMs, Agents, and MCP, […]
Here’s What Non-Technical Founders Should Actually Focus On First You have an idea. It’s good. And your first instinct is: I need to protect it. That’s natural. Every founder worries about someone else running with their concept. But here’s the thing: most ideas don’t get stolen — they get stuck.Not because they aren’t good, but […]
Why a Custom Web App Might Be the Cleanest Move Every time your team switches tabs, you lose momentum. Client data in one system. Notes in another. Tasks in a third. Invoices in a fourth.It works — kind of. But only because your team is doing the stitching. The more tools you bolt on, the […]
Here’s How to Choose the Right Path If you’re managing your business across five different tools, chances are — you’ve already built a system.It’s just duct-taped together. Many founders reach a point where the tools they once loved start to feel… cramped.What used to save time now causes friction.Workarounds become workflows.And things start slipping through […]
Sketches won’t raise capital. Napkins don’t win clients. And mockups don’t close suppliers. When you’ve got a real product idea — one that solves a pain point, fills a market gap, or answers a real-world need — you need to show it can exist.Not in theory. Not in Figma. In your hands, on the table, […]
Think AI is for startups with funding or companies with CTOs? It’s not. It’s for you. AI doesn’t have to mean robots, engineers, or complex systems.It can be as simple as: The truth? If you’re a small business that’s growing — you’re ready for AI.You just haven’t seen it done in a way that feels […]
If AI feels like it’s “too much” or “not for your kind of business,” you’re looking at the wrong kind. At Prototype Toronto, we don’t build AI to replace people — we build it to get obstacles out of the way. For service-based businesses, agencies, operations teams, and small orgs, AI isn’t some futuristic leap.It’s […]
A Simple Guide for Non-Technical Founders Who Want to Build Real Tech Having a product idea is exciting. Getting it built? That’s where most people freeze. You’ve got the sketch. The napkin notes. Maybe a few photos of things that “feel close.”You’re confident the idea solves a real problem — and you’re ready to turn […]
Most business owners aren’t short on ideas — they’re short on time.And AI tools? They’re everywhere right now. Promising more productivity, faster growth, and effortless operations. But the truth is: most businesses don’t need more tools. They need the right ones — chosen for where they are, not where the tech world is going. This […]
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