What We Do

Enterprise data & AI services

From strategy to production — we cover the full stack. Every service is backed by real enterprise experience at Australia's most complex organisations.

AI & LLMs Data Analytics Infrastructure ML Models Credit Risk Contractors

Build intelligence into your business

LLMs are transforming how businesses interact with data, customers and internal knowledge. We cut through the hype and build AI systems that actually work in production.

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Custom AI Chatbots & Agents

Intelligent assistants trained on your business data — for customer service, internal Q&A, sales support or operations automation.

Customer-facing support bots Internal knowledge base agents Multi-step reasoning agents Tool-using autonomous agents
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RAG Pipelines

Retrieval-Augmented Generation lets your LLM answer questions using your own documents, databases and internal knowledge — accurately and at scale.

Document ingestion & chunking Vector database setup Semantic search & retrieval Hallucination reduction strategies
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Prompt Engineering & Fine-Tuning

Getting the most out of LLMs requires precision. We design prompt frameworks, evaluation pipelines and fine-tune models for your domain.

Systematic prompt design & testing Model evaluation frameworks Domain-specific fine-tuning Output consistency & quality control
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AI Roadmap & Governance

Strategic AI planning — identifying the right use cases, prioritising by ROI, and building governance frameworks to deploy responsibly.

Use case identification & scoring Build vs buy analysis AI ethics & responsible deployment Model risk management
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LLM Integration & APIs

Connecting LLMs to your existing systems — CRMs, ERPs, databases and internal tools — so AI works within your workflow, not around it.

OpenAI, Anthropic & open-source models API design & orchestration Legacy system integration Security & data privacy controls
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Document Intelligence

Automate the extraction, classification and analysis of unstructured documents — contracts, reports, invoices, emails and more.

Automated data extraction from PDFs Contract review & summarisation Email triage & classification Report generation automation

From raw data to real decisions

Modern analytics goes beyond static reports. We build intelligent systems that surface what matters, predict what's next, and put insight in the hands of decision makers.

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Natural Language Analytics

Ask your data questions in plain English. We build NL-to-SQL and AI-powered query interfaces so anyone can get answers without knowing SQL.

NL-to-SQL query engines AI-powered data exploration Executive question-answering systems
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BI & Dashboard Development

Compelling, actionable dashboards across Power BI, Tableau and Cognos — built to drive decisions at every level of the business.

Executive & C-suite dashboards Operational performance reporting Self-service analytics enablement
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Predictive Analytics

Move from reporting what happened to predicting what's next. Forecasting and predictive models embedded into your analytics layer.

Revenue & demand forecasting Customer churn prediction Scenario & what-if modelling
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Anomaly Detection & Alerting

Automatically surface issues before they become problems — from revenue drops to data quality failures to operational anomalies.

Statistical anomaly detection Real-time alerting pipelines Data quality monitoring
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Customer Analytics

Deep understanding of your customers — who they are, how they behave, what they'll do next, and how to grow their value.

Customer segmentation & profiling Lifetime value modelling Journey & funnel analytics
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Data Governance & Quality

Trustworthy analytics starts with trustworthy data. Governance frameworks, data dictionaries and quality monitoring built to last.

Data ownership & lineage mapping RBAC & access control Metadata standards & cataloguing

The foundation everything runs on

Great analytics and AI are only as good as the infrastructure beneath them. We design and build modern, scalable data platforms on Azure, Databricks, Snowflake and beyond.

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Cloud Data Platform Builds

End-to-end cloud data platform design and implementation — from architecture through to production deployment and optimisation.

Microsoft Azure & Fabric builds Databricks & Snowflake implementation Amazon Redshift & AWS data stacks
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Medallion Architecture

Bronze/Silver/Gold Medallion architectures that give you clean, governed, production-ready data at every layer — with 80%+ ETL runtime reductions delivered.

Bronze raw ingestion layer Silver cleansed & conformed layer Gold business-ready semantic layer

ETL/ELT Pipeline Design

Reliable, high-performance data pipelines that move, transform and load data across any environment — built for scale and maintainability.

SSIS, ADF & dbt pipeline builds Pipeline performance optimisation Incremental load & CDC patterns
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Real-Time & Streaming Data

When batch isn't fast enough — real-time pipelines using CDC and streaming architectures for near-instant insight.

Change Data Capture (CDC) setup Event streaming pipelines Kafka & Azure Event Hub integration
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Data Warehouse Modernisation

Migrate off legacy on-premise data warehouses to modern cloud platforms — with zero data loss, minimal downtime and a clear path forward.

On-prem to cloud migration Legacy SSAS cube modernisation Cutover planning & execution
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Security & Governance

Enterprise-grade data security — RBAC access controls, audit trails, encryption and compliance with Australian data regulations.

Row & column level security RBAC & identity management Privacy Act & regulatory compliance

Models that drive measurable outcomes

End-to-end ML model development, from problem framing to production deployment and ongoing monitoring — with real enterprise experience behind every model we ship.

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Pricing Optimisation

Dynamic pricing models that maximise revenue and margin — built on customer elasticity, competitor signals and demand patterns.

Price elasticity modelling Dynamic pricing engines Markdown & promotion optimisation
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Churn Propensity Models

Identify customers at risk of leaving before they do — so your retention teams can act at the right time with the right offer.

Early churn signal detection Risk scoring & prioritisation Retention intervention modelling
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Demand Forecasting

Accurate demand forecasts across product lines, regions and time horizons — reducing stockouts, overstock and working capital waste.

SKU-level demand forecasting Seasonal & trend decomposition Supply chain integration
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Customer Segmentation

Behavioural clustering and propensity models that reveal who your most valuable customers really are — and what they'll do next.

RFM & behavioural clustering Lookalike audience modelling Bayesian segmentation methods
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Experimentation & A/B Testing

Rigorous statistical testing frameworks that give you confident answers — not gut feelings — about what's actually working.

Experiment design & power analysis Champion/challenger frameworks Bayesian & frequentist testing
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MLOps & Model Deployment

Getting a model to production is where most teams struggle. We handle the full MLOps pipeline — deployment, monitoring, retraining and governance.

Model versioning & registry Automated retraining pipelines Performance & drift monitoring

Risk intelligence for financial services

Deep expertise in credit risk modelling, regulatory compliance and portfolio analytics — built from years of hands-on work at NAB, KPMG and leading Australian lenders.

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PD, LGD & EAD Modelling

End-to-end development and validation of Probability of Default, Loss Given Default and Exposure at Default models for retail and business lending.

AIRB & Standardised approach models Model validation & back-testing Regulatory submission support
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Scorecards & Credit Decisioning

Application and behavioural scorecards that improve credit decisions — balancing risk appetite with growth objectives.

Application scorecard development Behavioural & bureau score integration Cut-off strategy optimisation
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Portfolio Reporting & Monitoring

Comprehensive portfolio performance reporting covering billions in loan exposure — from vintage analysis to delinquency roll rates.

Portfolio health dashboards Vintage & cohort analysis Delinquency & arrears monitoring
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Stress Testing

Scenario analysis and stress testing frameworks that help you understand portfolio risk under adverse economic conditions.

Macroeconomic scenario modelling APRA & regulatory stress frameworks Management & board reporting
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Regulatory Compliance

Keeping pace with APRA, ASIC and international regulatory requirements across credit risk, data governance and reporting obligations.

APRA APS 113 & 220 compliance Basel III/IV implementation support Regulatory reporting automation
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Collections Strategy

Data-driven collections strategies that improve recovery rates while maintaining customer relationships and regulatory compliance.

Delinquency segmentation models Dialler & treatment strategy design Hardship & forbearance analytics

Need specialist talent? We can help.

Whether you have a short-term project, a skills gap, or need to scale your data team fast — Qantix provides vetted, senior-level contractors who hit the ground running.

Fast placement

Most engagements staffed within 1–2 weeks, not months. We move quickly because your project timeline matters.

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Pre-vetted specialists

Every contractor is assessed for technical depth and business acumen — no junior placeholders.

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Flexible engagements

Short-term projects, ongoing retainers, or full team augmentation — we structure around your needs.

Discuss Your Requirements

Roles We Place

Data Engineers

ETL, Databricks, Azure Fabric, Snowflake pipelines

AI / ML Engineers

LLM integration, model development, MLOps

Data Scientists

Predictive modelling, segmentation, experimentation

BI Developers

Power BI, Tableau, DAX, semantic modelling

Analytics Managers

Team leadership, strategy, stakeholder management

Credit Risk Analysts

PD/LGD/EAD, scorecards, regulatory compliance

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