AI & Machine Learning

Predict. Strategize. Automate. Empower.

With AI & Machine Learning for the everyday, focus on tasks that matter.

From intelligent forecasting and personalised recommendations to fully operational AI Agents, you can move beyond experimentation and put AI to work where it matters most. 

AI with the Right Data Foundation

AI is only as powerful as the data behind it. That’s why we focus on data first,  ensuring it’s unified, governed, and aligned with your business needs. With the right data foundation in place, every model becomes more accurate, every decision more informed, and every experience more relevant.

AI & Machine Learning

AI Outcomes: What Your Business Can Achieve with Google Vertex AI 

Our machine learning solutions give you the flexibility of an open, scalable AI platform,  integrated with open-source frameworks and optimised for faster deployment at lower cost.

We don’t just build models,  we help you operationalise them. With our end-to-end AI and MLOps services, you gain the confidence to move from prototype to production, securely and at scale.

Here’s what your business can achieve:

AI & ML Solutions We Deliver

Whether you are taking your first steps in AI or already have advanced AI systems at the core of your business, we offer tailor-made solutions to meet both your current and evolving needs.

Instead of taking weeks to onboard and months to launch a real-world model, we focus on AI implementation that will deliver business value fast. Find out how your business can start benefiting from the following:

AI & Machine Learning

Conversational AI & Virtual Assistants

Make data and service experiences accessible through natural language, enhancing interactions and efficiency.

Conversational AI Agents

Automate interactions, provide instant answers, and offer personalised support across various touchpoints. Discover more →

Conversational Commerce

Improve digital customer engagement using LLM-powered agents in retail and service environments.

Google Agentspace Enablement & Integration

Launch AI agents with Google’s SaaS platform,  Agentspace, and start delivering ROI in weeks.

Customer Intelligence & Personalisation

Anticipate behaviour, personalise outreach, and grow customer value with smart predictions.

Customer Lifetime Value Forecasting

Predict future value by customer to prioritise retention and acquisition investments. Discover more →

Churn Prediction

Detect early signs of customer loss and take proactive steps to retain them. Discover more →

Conversion Propensity Modelling

Identify leads most likely to convert to guide sales and marketing focus. Discover more →

Customer Segmentation using ML

Group customers by behaviour, value, or intent for smarter targeting. Discover more →

Recommendation Engines

Deliver relevant experiences and boost engagement through smart suggestions. 

Omnichannel Product Recommendations

Suggest the right product at the right time, across every channel. Discover more →

Similar & Frequently Bought Together

Drive upsells with behaviour-based product pairings.

Personalised Content Recommendations

Deliver articles, videos, or offers tailored to user interests. Discover more →

Search, Classification & Content Intelligence

Make content easier to find, organise, and personalise with classification and NLP.

Search Optimization

Use page classification and NLP to enhance findability and relevance. Discover more →

Content Classification

Tag and categorise content to power better recommendations and targeting.
Discover more →

Topic Modelling & Clustering

Organise large content libraries automatically based on topic similarity.

Why Crystalloids?

Smart AI agents need more than just great prompts, they need clean, connected, and well-governed data. That’s where Crystalloids comes in. As a trusted Google Cloud Premier Partner, we help you lay the right data foundation to build secure, scalable, and high-performing AI solutions.

Built on Strong Data Foundations

Even the smartest AI won’t perform without clean, connected, and trusted data. If your systems are fragmented, outdated, or hard to access, your agents will fall short. We help you break down silos, organise your data, and create the foundation AI needs to deliver real, measurable business impact.

What we do →

15+ years of Google Cloud expertise

Crystalloids was built on one belief: data should drive better decisions. We were among the first companies to adopt BigQuery and have never looked back. With 50+ certifications and multiple Google Cloud specialisations, we’ve helped businesses move faster, smarter, and more securely.

See our specialisations →

Tailored Solutions

No two businesses are the same and neither are their agents. Whether you're testing your first conversational AI agent or scaling a company-wide initiative, we work with you to design a solution that fits your unique goals, systems, and team. From data integration to deployment, we build around you, not the other way around.