Ask most SME owners if their business "uses AI" and a lot will say yes. Someone on the team uses ChatGPT to draft emails. Marketing runs copy through Copilot. That counts, technically. But it's also where most SMEs stop — and new academic research suggests that's a bigger gap than most business owners realise.

Everyone's using AI tools. Almost nobody has AI built for them.

A study from the University of Essex, built on British Chambers of Commerce survey data, draws a sharp distinction that's easy to miss: generic AI tools — ChatGPT, Copilot, off-the-shelf chatbots — versus bespoke AI implementations built around a specific business's workflow.

The finding: while over half of firms report using AI in some form, only around one in ten have adopted a bespoke solution built for how they actually work.

That's the gap. Ten times more businesses are dabbling with generic tools than are running AI actually designed around their operations.

Why that gap matters more than it looks

Generic tools are a fine starting point. They're low-cost, low-commitment, and a reasonable way to get comfortable with what AI can do. But they also plateau fast. A general-purpose chatbot doesn't know your customer data, your document formats, your compliance requirements, or your specific bottleneck. It answers questions. It doesn't solve your business's particular problem.

This lines up with what the OECD found in its 2026 review of SME AI adoption across G7 economies: SME adoption remains well behind that of larger firms, and the gap isn't really about awareness anymore — most business owners know AI exists. It's about the jump from "using a tool" to "having something built that fits how the business actually runs."

That jump is exactly where most SMEs stall. Not because the technology isn't ready. Because building something bespoke has, until recently, needed an internal tech team most SMEs don't have.

What this means for your business

If your team already uses ChatGPT or Copilot day to day, you're in good company — but you're also standing in the same spot as roughly half the SME market. The businesses actually pulling ahead are the smaller group who've moved past general tools into something shaped around their specific workflow: their lead process, their document handling, their customer queries, their reporting.

That's not a six-figure enterprise project anymore. Bespoke AI builds have become genuinely accessible for SMEs — you don't need an in-house dev team, just the right partner to scope and build it around what you actually do.

If you're already using AI casually and wondering what a version built specifically for your business would look like, that's the exact conversation worth having.

Reach out to info@gennovateai.com — we'll talk through what "bespoke" would actually mean for your business, no obligation.

Sources

  • Institute for Social and Economic Research (ISER), University of Essex, "AI Adoption and Workforce Change in SMEs" (2026)
  • OECD, "Empowering SMEs in the Age of AI" (2026)

Frequently asked questions

Is my business behind if we only use ChatGPT or Copilot?

You are in the same position as roughly half the SME market. Research from the University of Essex, built on British Chambers of Commerce survey data, found that while over half of firms report using AI in some form, only around one in ten have adopted a bespoke solution built around how they actually work. Generic tools are a fine starting point, but they are where most SMEs stop.

What is the difference between generic AI tools and a bespoke AI build?

Generic tools like ChatGPT, Copilot and off-the-shelf chatbots are low-cost and low-commitment, but they plateau fast because they do not know your customer data, document formats, compliance requirements or specific bottleneck. A bespoke implementation is built around your actual workflow: your lead process, document handling, customer queries and reporting.

Why have not more small businesses built bespoke AI?

The gap is not really about awareness. The OECD found in its 2026 review of SME AI adoption across G7 economies that most business owners know AI exists. The stall point is the jump from using a tool to having something built that fits how the business actually runs, which until recently needed an internal tech team most SMEs do not have.

Is a bespoke AI build affordable for an SME?

It is no longer a six-figure enterprise project. Bespoke AI builds have become genuinely accessible for smaller firms. You do not need an in-house dev team, just the right partner to scope and build it around what you actually do.