Pilots that never ship
Proofs of concept that impress in a demo, then never make it into production.
AI consultancy · Singapore
AI that works.
From AI strategy to production machine-learning systems and the data platforms beneath them — we design and deploy intelligent systems for organizations that want technology to deliver, not demo.
Most AI initiatives stall before production.
Data that isn't AI-ready
Messy, siloed, or undocumented data that can't support a real system.
Unclear ROI
Initiatives launched without a clear measure of what success is worth.
No path to production
No plan for evaluation, operations, or handover once the prototype works.
01 · Services
What we do
AI-first capabilities, one goal: dependable systems that turn data into decisions.
AI Strategy & Advisory
Architecture-led guidance on where AI fits your business — use-case assessment, roadmapping, and governance that keeps initiatives grounded in measurable outcomes.
Machine Learning & GenAI
Design and deployment of machine learning models and generative AI applications, engineered for reliability, evaluation, and long-term operation in production.
Data Engineering & Insights
Pipelines, platforms, and analytics that make your data trustworthy and usable — the foundation every serious AI effort is built on.
Cloud & Digital Architecture
Consulting on cloud infrastructure and digital architecture: high-performance, secure, and cost-conscious systems that scale with your AI ambitions.
02 · Approach
How we work
A simple three-stage engagement model for AI initiatives, scoped to what you actually need.
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01
Assess
We start by understanding your objectives, data, and existing systems — then identify where technology investment will have the most impact.
What you get: prioritized use cases, a data-readiness assessment, and a roadmap.
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02
Build
We design and implement the solution: models, pipelines, or architecture — built to production standards, not prototypes that stall.
What you get: a documented, evaluated system built to production standards.
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03
Operate
We support the system in production — monitoring, iteration, and knowledge transfer so your team can run it with confidence.
What you get: monitoring, runbooks, and handover to your team.
03 · About
Intelligence, engineered.
DUNNNN PTE. LTD. is a boutique AI consultancy registered in Singapore, focused on artificial intelligence, machine learning, and data-driven systems. We work as a small, senior team — architecture first, hype last.
Our practice centers on three lines: Architecture, Consulting, and Intelligence. Whether the engagement is a strategy review, a production ML deployment, or a full data platform, we bring the same standard: systems that are well-designed, well-documented, and built to last.
Architecture first
Every engagement starts from system design — not from tools.
Production-grade
Built, evaluated, and documented to run in production — not as demos.
Knowledge transfer
We hand over systems your team can operate with confidence.
Architecture first, hype last
Production-grade — not demos
Knowledge transfer included
Direct access to the senior team
04 · FAQ
Questions, answered
The things prospective clients usually ask before booking a consultation.
DUNNNN is a boutique AI consultancy based in Singapore. We help organizations design and deploy intelligent systems — AI strategy and advisory, machine learning and generative AI, data engineering and insights, and the cloud architecture underneath — from first assessment through production.
Both. Our Assess–Build–Operate model covers the full arc: we advise on strategy and roadmaps, build production-grade systems, and support them in operation — including knowledge transfer so your team can run what we build.
With a free 30-minute consultation. We talk through your objectives and constraints, and if there's a fit, we typically begin with an Assess engagement — prioritized use cases, a data-readiness assessment, and a roadmap — before anything gets built.
A small, senior team — you work directly with the people doing the work, not through layers of account management.
Every engagement is scoped individually based on what you need — there are no off-the-shelf packages. The initial consultation is free, and we agree on scope before any work begins.
It depends on scope. An assessment typically runs a few weeks; builds and operate engagements are sized around the system in question. We'll give you an honest timeline with the scope.
05 · Contact
Book a free consultation
Request a free 30-minute consultation — tell us about your project or question below, and we'll be in touch to arrange a time.