AI Solutions Provider Singapore

Q: How do I start?

Email info@mt-labs.net with a description what you are trying to solve. We will arrange a 30-minute Zoom call to discuss further.

MT Labs is a Singapore-based AI solutions provider specializing in private, self-hosted AI deployment for SMEs and mid-market businesses. This page covers our services, how we work and pricing shape. For real deployment examples, see our case studies page.

What We Do

We help Singapore businesses design, deploy and own their AI infrastructure. Instead of selling you access to someone else’s cloud, we set up AI tools that run on your hardware, using your data, under your control. Most of our clients are between 10 and 200 people, with a specific business problem they want AI to solve and not much appetite for a six-figure cloud subscription.

Core Services

Private LLM deployment. Run production-grade language models on your own hardware. Mistral, Qwen Gemma4, and fine-tuned variants for your industry.
Agentic AI workflows. Multi-agent automation through our AgentsCommand platform for content production, research, customer support and internal operations.
WhatsApp AI agents. Self-hosted AI assistants for customer and supplier messaging. Personal and business versions.
Document and receipt AI. OCR, extraction and processing pipelines for operations, accounting and compliance workflows.
Local speech-to-text and voice AI. Offline speech recognition with LLM refinement for professionals and accessibility use cases.
Image generation and vision AI. Private deployment of Stable Diffusion, ComfyUI and vision models for design, e-commerce and product workflows.
AI-powered IT support. Automated triage, predictive alerts and AI-assisted helpdesk for Singapore businesses.

How We Work

We do not sell packages you cannot change. Every deployment starts with a short scoping conversation about what you actually need. From there:

Scoping call. 30 minutes. We learn about your workflow, constraints, budget range and compliance requirements.
Proposal. Within 5 working days. Hardware spec, software stack, integration list, timeline and fixed-price estimate.
Deployment. Typically 2-8 weeks depending on complexity. Hardware procurement, installation, integration and team onboarding.
Handover and support. We leave you with full documentation, access to every component and an ongoing support arrangement (only if you want one).

Project Scope and Pricing

Every deployment is priced per project, not per user per month. The shape of an engagement falls into a few bands:

Starter deployment. One use case, small team, off-the-shelf models, minimal integration. Shortest timeline, lowest complexity.
Standard SME deployment. Multiple workflows, private LLM, integration with existing tools, team training. The most common shape.
Mid-market deployment. Multi-department, fine-tuned models, deeper integrations, compliance sign-off. Longer timeline, broader scope.
Custom enterprise work. Scoped individually. Anything involving regulated infrastructure, dedicated inference clusters, or multi-site rollout.

Pricing depends on scope: user count, infrastructure, integration depth, requirements and whether you self-host or want us to manage the server. There are no per-user or per-call fees in our pricing. Ongoing support, if you want it, is a flat monthly fee based on what was deployed. Drop us an email for more information.

Why Businesses Choose Us

Singapore-based, Singapore-context. We understand local procurement.
Own it. After deployment, the AI is yours. No ongoing vendor lock-in.
Open source where it works. Mistral, Qwen, Gemma, Hugging Face. Your stack is transparent.
Honest about trade-offs. We will tell you when private AI is not the right answer. Some workloads genuinely belong in the cloud and we will say so.
Fast to deploy. Most projects ship in weeks, not quarters. We avoid the “discovery workshop” cycle that large consultancies run on.

Who We Work Well With

Our best-fit clients usually look like one of these:

SME founder or CEO who wants AI in their business but does not want another SaaS subscription
IT head at a 50-100 person company looking at a cloud AI bill that is scaling in a worrying direction
Regulated-industry ops leader (legal, healthcare, finance) where data sovereignty is non-negotiable
Agency or content team that needs AI throughput but protects client IP
Education or non-profit with specific AI use cases and a budget that cannot absorb per-seat pricing

We are less useful for teams that want a pure cloud SaaS, or need AI for workloads that require hyperscale cloud (real-time video at national scale, for example).

Summary

MT Labs helps companies across Singapore deploy AI tools they actually own. Private infrastructure, no recurring cloud subscriptions and a setup built around how your team already works. Whether you’re exploring your first AI use case or consolidating scattered tools into one system, we’ll walk you through it. Get in touch and let’s figure out what makes sense for your business.

Frequently Asked Questions

What does an AI solutions provider do?

An AI solutions provider designs, deploys and supports AI systems for your business. This covers everything from choosing the right models and hardware, to integrating with your existing tools, to training your team. A good provider also tells you where AI does not help, so you do not spend money on the wrong problem.

Why choose a Singapore-based AI provider over an overseas one?

Local context matters for procurement, response time (on-site support when hardware needs attention) and cultural fit with your team. It also simplifies contracting and invoicing locally.

What does a typical AI deployment cost?

Deployment cost depends on scope: number of users, which workflows you are automating, hardware specs, integration depth and whether you want ongoing support. Drop us an email for more information, with a description about your use case.

How long does AI deployment take?

Starter projects ship in 2-4 weeks. Standard SME deployments take 4-8 weeks. Mid-market work with fine-tuning and multiple integrations runs 8-16 weeks.

Do you offer ongoing support after deployment?

Yes, as an optional arrangement. Support is a flat yearly fee.

What industries do you work with most?

Trading and logistics, professional services (legal, accounting, consulting), ad agencies and creative studios, education and non-profits , finance, healthcare, F&B. The common thread is data sensitivity, budget discipline and preference for owning the stack rather than renting it.

How do I start?

Email [email protected] with a description what you are trying to solve. We will arrange a 30-minute Zoom call to discuss further.