In the last 18 months, AI has moved from curiosity to competitive advantage. But in my work advising CTOs and leadership teams on technology strategy, I have spotted a surprising pattern: awareness is high, adoption is low.
Most development and product teams have heard of tools like ChatGPT and Copilot, and many have even tried them once or twice. But dabbling is not the same as integrating.
Research from GitHub suggests that nearly all developers (97%+) have tried AI coding tools, yet very few companies actively encourage their use. Some actually discourage it! This gap matters. Developers are already discovering the personal benefits of AI such as faster prototyping, reduced repetitive coding, and on-demand learning. Organisations, however, often lag behind with unclear policies, inconsistent toolchains, and concerns about security or compliance slowing adoption.
Closing this gap is not just about productivity. It is where competitive advantage is being won or lost. Teams that normalise AI-assisted development embed efficiency, resilience, and learning into their workflows. Those that hesitate risk fragmentation, slower delivery, and higher technical debt.
When AI sits on the sidelines, teams miss out on faster delivery, higher quality, and bolder creativity, while competitors quietly accelerate. AI in software development is no longer optional. The question is whether your organisation will harness it deliberately or be left behind by those that do.
Policy and manifesto
One client I worked with went from “AI curious” to “AI fluent” in under a month. They started with an AI manifesto.
Most companies are now drafting an AI policy. That is important as it sets out how to handle compliance, security, and privacy. But on its own, a policy is not enough. What is missing is a manifesto. Where the policy sets boundaries, the manifesto sets direction. It is a declaration that the organisation is committed to using AI to learn faster, experiment more, and remove friction from everyday work.
Without a manifesto, AI adoption risks staying fragmented. Developers experiment in isolation, managers hesitate, and momentum is lost. With a manifesto, teams gain both the confidence to try AI and the clarity to do it responsibly.
In short, the policy protects the organisation. The manifesto unleashes it.
The clock is ticking
Companies that are not using AI today are already behind the curve, and catching up is getting harder every day. Without an AI first strategy, wasted time is being baked into every system and every process. Manual effort becomes the default, opportunities for automation are missed, and inefficiencies compound.
The organisations that are pulling ahead are not just experimenting with AI. They are deliberately embedding it into workflows, toolchains, and decision making. Every iteration is faster, every customer touchpoint is smarter, and every team learns more quickly. The real risk is not that AI will fail. The real risk is that by the time you decide to adopt it seriously, your competitors will already have moved so far ahead that recovery is impossible.
Bridging the gap
If you are wondering how to accelerate adoption in your organisation, we have designed two hands-on, in-person workshops this September in Newcastle:
- 2nd September – Supercharge Your Coding
For developers who have dabbled in AI but want to move from experiments to production-ready systems. - 4th September – Rapid Prototyping
For product and sales professionals who want to turn ideas into tangible prototypes without code.
We also run these sessions in-house for companies wanting to accelerate AI adoption at speed.
If you are serious about making AI a core part of your team’s workflow, the best time to start was yesterday. The second best time is now.
