AI That Works. ML That Scales. Platfrom That Lasts.

RAICS.AI helps organisations design, deploy, and scale machine learning platforms using Kubernetes, Kubeflow, Apache Spark, and cloud-native technologies.

About RAICS.AI

RAICS.AI is a Sydney-based AI and ML Engineering startup helping organisations design, build, and operate production-ready machine learning platforms. We specialise in practical, end-to-end implementation across Kubernetes, Kubeflow, Apache Spark, MLOps, and cloud-native AI infrastructure — helping teams move confidently from experimentation to reliable, scalable production systems.

About RAICS.AI

RAICS.AI is a Sydney-based AI and ML Engineering startup helping organisations design, build, and operate production-ready machine learning platforms. We specialise in practical, end-to-end implementation across Kubernetes, Kubeflow, Apache Spark, MLOps, and cloud-native AI infrastructure — helping teams move confidently from experimentation to reliable, scalable production systems.

About RAICS.AI

RAICS.AI is a Sydney-based AI and ML Engineering startup helping organisations design, build, and operate production-ready machine learning platforms. We specialise in practical, end-to-end implementation across Kubernetes, Kubeflow, Apache Spark, MLOps, and cloud-native AI infrastructure — helping teams move confidently from experimentation to reliable, scalable production systems.

Our expertise

AI and ML Engineering Services

From architecture reviews to platform implementation, RAICS.AI helps teams build reliable foundations for machine learning, AI workloads, and production MLOps.

Advisory
ML Consulting
ML Expertise You Can Trust.
ROI
delivered
Architecture
Roadmap
Reviews
Training
End-to-End Delivery
AI Knowledge
RAG & AI Assistants
AI Assistants Powered By Your Data.
LLM
RAG
Vector DB
LangChain
LlamaIndex
Embeddings
Fine-tuning
Automation
Agentic AI Workflows
Agents That Think, Plan And Act.
User
Query
Search
Plan
Done
Answer
Multi-agent
Tool use
Orchestration
ReAct
AutoGen
LangGraph
Platform
MLOps Pipelines
From Raw Data To Production Models.
Data
Train
Track
Serve
Eval
Drift?
Kubeflow
MLflow
Registry
Pipelines
Model Serving
Monitoring
Feature Store
CI/CD
MLOps Platform
Build production-ready ML platforms with scalable workflows, automation, governance, and operational readiness.
🚀KServe
📦Model Registry
🚀KServe
📦Model Registry
🚀KServe
📦Model Registry
🚀KServe
📦Model Registry
🔀Pipelines
📓Notebooks
🎯Trainer
🔀Pipelines
📓Notebooks
🎯Trainer
🔀Pipelines
📓Notebooks
🎯Trainer
🔀Pipelines
📓Notebooks
🎯Trainer
📈MLflow
🔁Kubeflow
Apache Spark on K8s
📈MLflow
🔁Kubeflow
Apache Spark on K8s
📈MLflow
🔁Kubeflow
Apache Spark on K8s
📈MLflow
🔁Kubeflow
Apache Spark on K8s
⚙️Helm
🏗️Terraform
🛠️Kustomize
⚙️Helm
🏗️Terraform
🛠️Kustomize
⚙️Helm
🏗️Terraform
🛠️Kustomize
⚙️Helm
🏗️Terraform
🛠️Kustomize
🐳Docker
Kubernetes
📦Containers
🐳Docker
Kubernetes
📦Containers
🐳Docker
Kubernetes
📦Containers
🐳Docker
Kubernetes
📦Containers
☁️AWS
☁️GCP
☁️Azure
☁️AWS
☁️GCP
☁️Azure
☁️AWS
☁️GCP
☁️Azure
☁️AWS
☁️GCP
☁️Azure

Why RAICS.AI

Built By Engineers, For Engineers.

We don't just implement open-source tools — we contribute to them. With hands-on involvement in projects like Kubeflow and KServe, we bring real engineering depth to help organisations build reliable, scalable, production-ready ML systems.

Why RAICS.AI

Built By Engineers, For Engineers.

Strategy-first approach

We begin with business objectives, ensuring every AI solution aligns with measurable growth goals for your organization.

Enterprise-grade execution

Robust architecture, secure integrations, and scalable systems designed for long-term enterprise performance and profitability.

Open-Source Expertise

Hands-on involvement with open-source AI/ML technologies, including Kubeflow and KServe, with practical experience applying them to production platform needs.

Measurable outcomes

Clear KPIs, performance tracking, and continuous optimization to maximize return on your enterprise investment on AI.

Integrated with your tech stack

Our solutions integrate securely with your infrastructure to enable scalable automation and intelligent performance.

Integrated with your tech stack

Our solutions integrate securely with your infrastructure to enable scalable automation and intelligent performance.

Integrated with your tech stack

Our solutions integrate securely with your infrastructure to enable scalable automation and intelligent performance.

Our process

Engineered for measurable results

We combine strategy, engineering & execution to deliver scalable AI systems

Our process

Engineered for measurable results

01

Strategize

Identify opportunities, define objectives, and create a clear AI roadmap aligned with your business priorities.

02

Architect

Design scalable system blueprints, integrations, and automation workflows tailored to your team's infrastructure.

03

Deploy

Implement, optimize, and scale intelligent systems that deliver immediate and long-term operational impact.

FAQ

Answered questions

We answer common questions about AI strategy, implementation, and intelligent automation.

Still have questions?

Book a consultation to discuss your AI strategy and next steps.

How do we get started with AI?

We begin with a strategic discovery session to understand your objectives, workflows, and infrastructure. From there, we design a clear roadmap aligned with measurable business outcomes.

What services does RAICS.AI offer?
What does your ML Consulting service offer?
Can RAICS.AI help with Kubeflow, KServe, and MLflow?
Do you build RAG chatbots and AI assistants?
Can you review our existing AI/ML architecture?

FAQ

Answered questions

Still have questions?

Book a consultation to discuss your AI strategy and next steps.

How do we get started with AI?

We begin with a strategic discovery session to understand your objectives, workflows, and infrastructure. From there, we design a clear roadmap aligned with measurable business outcomes.

What services does RAICS.AI offer?
What does your ML Consulting service offer?
Can RAICS.AI help with Kubeflow, KServe, and MLflow?
Do you build RAG chatbots and AI assistants?
Can you review our existing AI/ML architecture?

FAQ

Answered questions

We answer common questions about AI strategy, implementation, and intelligent automation.

Still have questions?

Book a consultation to discuss your AI strategy and next steps.

How do we get started with AI?
What services does RAICS.AI offer?
What does your ML Consulting service offer?
Can RAICS.AI help with Kubeflow, KServe, and MLflow?
Do you build RAG chatbots and AI assistants?
Can you review our existing AI/ML architecture?

Get in touch

Send us a message

Tell us about your goals and challenges. Our team will assess your needs and recommend the right AI strategy.

What services are you interested in?

Get in touch

Send us a message

Tell us about your goals and challenges. Our team will assess your needs and recommend the right AI strategy.

What services are you interested in?

Get in touch

Send us a message

Tell us about your goals and challenges. Our team will assess your needs and recommend the right AI strategy.

What services are you interested in?