SMAI Labs · Applied AI studio

Frontier AI, engineered for the real world.

SMAI Labs designs, builds and operates production AI, from generative media and custom models to the infrastructure behind them. Fast delivery, production-grade engineering, and a partner that stays for the long run.

Kick-off
1–2 weeks
From first call to engineers on your project.
Coverage
End to end
Strategy, models, infrastructure and product under one roof.
Partnership
Capital + code
We invest alongside the founders we build with.
Generative mediaModel fine-tuningGPU infrastructureProduction ML systemsCreative toolingContent pipelinesVenture partnerships
Who we are

A boutique team turning frontier AI into products people use — reliable, scalable and built to give our partners a lasting edge.

Services

Everything it takes to ship AI

From the first model to the last mile of infrastructure, we own the hard parts so your team can focus on the product.

01

AI Media Generation

Image and video generation systems built around your brand, your style and your users, from first prototype to millions of renders.

  • Custom generation pipelines
  • Style and character consistency
  • High-volume content automation
02

Custom Model Training

We fine-tune and adapt models on your own data, so the output reflects what makes your product different.

  • Dataset curation and labelling
  • Fine-tuning and evaluation
  • Private, ownable model weights
03

GPU Infrastructure

Compute that scales with demand. We provision, run and tune GPU capacity so inference is fast, reliable and cost-controlled.

  • Capacity planning and provisioning
  • Low-latency model serving
  • Monitoring and cost optimisation
04

Venture Partnerships

For the right founders we go beyond delivery. We invest capital alongside our engineering and help take AI products to market.

  • Strategic investment
  • Technical co-founding support
  • Go-to-market guidance
Ventures

What we’re building

We build and back our own platforms too. The products we run give us first-hand experience with the problems our clients face.

Approach

From idea to production, without the drag

A clear, proven process with weekly demos and no black boxes. You always know where things stand.

01

Discover

We learn your goals, constraints and what success looks like, then agree on a clear plan.

02

Design

We design an architecture and technical approach that fits your product, team and budget.

03

Build

Short iterations with regular demos, so you see progress every week and steer as we go.

04

Deploy

We launch to production with monitoring in place and stay on for ongoing support.

Principles

What sets us apart

Ship fast

Rapid iteration and delivery, without cutting corners on quality.

Stay ahead

We track the frontier closely and bring the latest models and techniques to your work.

Built for production

Robust, scalable systems designed for real-world workloads from day one.

Partners, not vendors

We stay with you from the first idea through launch and beyond.

Working together

Engagements that fit your stage

Fixed scope

A defined outcome, timeline and budget. Ideal for MVPs and focused builds.

Retainer

Ongoing development capacity for teams that need to keep shipping.

Embedded team

Our engineers join your team and work inside your workflow.

Venture partnership

Investment combined with development for founders building in AI.

Careers

We’re hiring

We’re looking for engineers and builders who want to put frontier AI into the hands of real users. Small team, real ownership, hard problems.

Get in touch
FAQ

Common questions

How quickly can you start?

We typically begin a new engagement within 1–2 weeks of our first conversation. For urgent projects we can speed up onboarding.

Do you work with early-stage startups?

Yes. We specialise in helping startups move fast, from MVP to production. Our engagement models flex to fit your stage, and we invest in the right opportunities.

What's your typical engagement model?

We offer fixed-scope projects, retainers for ongoing development, and embedded teams. We can also pair investment with a development partnership. We'll recommend whatever fits best.

Do you provide investments?

Yes. We invest in select AI startups and projects that match our expertise. Investment can be combined with our development services for founders building in our space.

Contact

Let’s build what’s next

Tell us what you’re working on. We’ll get back to you quickly with a clear view of how we can help.

Start a project
dev@smai.tech