Frequently asked questions.

Most consultancies either focus purely on strategy (and never build anything) or purely on development (and ignore the bigger picture). We do both — and we include compliance from day one, which most firms treat as an afterthought. You get one team that handles the full picture, from assessment to deployment.

It depends on scope, but most projects run between 6 and 16 weeks. A focused automation or AI integration can be completed in 6–8 weeks. A larger transformation involving custom model development, system integration and training will typically take 12–16 weeks. We'll give you a clear, specific timeline after our initial discovery call — no vague estimates.

Yes. IT Strategy & Compliance is one of our core services. We work with businesses in regulated sectors — including finance, healthcare and professional services — to ensure their AI and software implementations meet current legal and industry requirements, including GDPR and ISO 27001.

A focused 30-minute conversation. We'll learn about your business, understand your goals and constraints, and give you an honest assessment of where AI or technology can create real value — and where it can't. You leave with a clear starting point and at least one concrete action, regardless of whether you hire us.

Yes. We offer ongoing retainer arrangements for businesses that want continued strategic guidance, technical support, or iterative development after the initial project. Many of our clients work with us on a long-term basis, treating us as their external AI and technology department.

We work across the spectrum — from ambitious startups that want to build AI-native from day one, to mid-size companies that need a clear digital transformation plan, to enterprises that require compliant, large-scale AI implementation. What matters most is that you have a real business problem you want to solve, not a specific company size.

Yes. While AI integration and software development are our core, we also offer web development and digital marketing services. Many clients come to us for AI and end up working with us on a complete digital presence — a high-performing website, SEO strategy and content that actually converts.

We operate across Europe and Asia, working primarily with clients in Italy, the UK, Singapore and the wider region. All our engagements are remote-first, with the option to meet in person for key milestones. Geography is not a barrier.

Yes. Singapore is one of our primary markets. We work with Singapore-based startups, SMEs and financial institutions on AI integration, software development and MAS compliance. Our founder is based in Singapore and has direct experience navigating MAS outsourcing regulations, TPRM frameworks and the local regulatory environment.

Yes. IT Strategy & Compliance is one of our core services, with specific expertise in MAS (Monetary Authority of Singapore) outsourcing regulations and Third Party Risk Management (TPRM) frameworks. We help organisations deploy compliant governance structures, manage 360 Arrangement registers and prepare for regulatory audits.

Yes. We work with Italian SMEs and European companies looking to adopt AI, build custom software or strengthen their IT strategy. Our team has experience on both sides of the Italy-Singapore corridor and understands the challenges of scaling technology in both markets.

A multi-agent AI pipeline is a system where multiple specialised AI models work together in sequence — each handling a specific part of a task — rather than a single model trying to do everything. They are particularly effective for complex document processing, compliance workflows and knowledge-intensive automation. Whether you need one depends entirely on your use case. Book a free call and we will tell you honestly whether this architecture fits your problem.