Singapore’s developers are embracing artificial intelligence (AI) at an impressive rate, with 96% already integrating AI tools into their workflows, according to a new survey by Twilio. However, the research highlights significant challenges in moving beyond initial experimentation due to fragmented tools, siloed data, and a lack of strategic direction.
The survey, conducted among 196 developers and technology leaders at API Days Singapore, reveals that nearly half of the respondents experience friction from constant context-switching between disjointed tools. This issue is compounded by poor integration and incompatible systems, which hinder the productivity gains AI promises.
A significant finding is that fewer than 30% of organisations have a clear strategic vision for AI deployment. This lack of direction results in data silos and fragmented decision-making, with 41% of founders and start-up leaders operating without a formal AI adoption framework. Consequently, many AI projects remain stuck in ‘pilot purgatory’, unable to scale into full production.
The survey also indicates a shift towards more complex AI applications, with nearly 40% of respondents building autonomous agents and 25% integrating Voice AI. However, Michelle Duke, Senior Developer Evangelist at Twilio, warns that “running next-generation models on fragmented legacy architecture is becoming a liability,” emphasising the need for a unified infrastructure to unlock AI’s full potential.
As Singapore’s developers push the boundaries of AI, the challenge lies not in adoption but in orchestrating these tools effectively across the business landscape.



