Built for Scale Advisory helps founders and engineering leaders design, build, and ship software that just works — using AI to move faster without sacrificing the quality, security, and reliability that scale demands.
Work with meHands-on advisory across the full product lifecycle — strategy, architecture, and execution.
Review and reshape systems before bottlenecks become crises. From database design to distributed systems, I help teams build a foundation that grows with them.
Bridging the gap between product vision and engineering reality. I work alongside teams to define what to build, how to build it, and how to ship it without burning out.
Beyond advisory, I build tools that speed up engineering teams — including VS Code extensions and developer workflow automation that cut friction at every step.
Fractional CTO support, hiring strategy, and team structure. Whether you're building your first engineering team or rethinking an existing one, I help you set it up for long-term success.
Embedding AI into your product lifecycle to ship faster — without cutting corners. From AI-assisted coding workflows to automated testing guardrails that keep quality high as velocity increases.
Building software that has to meet real-world compliance requirements — SOC 2, GDPR, HIPAA, and beyond. Security and privacy designed in from day one, not bolted on after the audit.
AI is changing what's possible across every stage of building software — but raw speed without structure just creates technical debt faster. I help teams apply AI where it genuinely multiplies output, while putting the right checks in place so quality keeps up with velocity.
Use AI to compress weeks of user research, competitive analysis, and requirements gathering into days. Synthesise signals faster, surface edge cases earlier, and arrive at a tighter spec before a single line of code is written.
Generate and iterate on wireframes, user flows, and early prototypes at a fraction of the usual cost. Validate ideas with real users before committing to the full build — AI makes the cheap experimentation phase even cheaper.
AI-assisted coding (agents, copilots, and context-aware tooling) can dramatically lift individual and team output. I help you adopt these tools in a structured way: clear ownership, code review standards that work with AI-generated output, and test coverage that doesn't get bypassed in the rush.
Speed gains disappear fast if quality control doesn't scale with them. AI-generated test suites, automated regression catching, and LLM-based code review act as a continuous safety net — so you can move fast without the bugs.
Smarter deployment pipelines, anomaly detection, and AI-assisted incident response mean problems surface sooner and get resolved faster. Less time firefighting, more time shipping.
AI moves fast — compliance requirements don't care. I help teams keep data handling, access controls, and audit trails in check throughout the lifecycle, so security and privacy are built in, not discovered as blockers at the end.
Close the loop continuously. AI makes it practical to analyse user behaviour, support tickets, and product telemetry at scale — turning raw signal into prioritised, actionable improvements on a rhythm that compounds over time.
The goal isn't AI for its own sake — it's a faster, higher-quality product lifecycle with humans in control of the decisions that matter, and the guardrails to prove it.
Talk to me about AI strategyI'm Matthew Cooper, founder of Built for Scale Advisory. Before this, I spent years at Microsoft working on large-scale software products — experiences that shaped how I think about systems, teams, and what it actually takes to build things that last.
I started Built for Scale because the gap between "works in demo" and "works at scale" is where most companies get hurt — and it's a gap that's almost always preventable with the right thinking early on.
I work with a small number of clients at a time so I can be genuinely useful, not just present. If you're serious about building something durable, I'd like to hear about it.
View LinkedIn profileTell me what you're building and where you're stuck. I'll let you know if I can help.
hello@builtforscale.com.auOr reach out on LinkedIn
