Data & AI — Linkroad

Data & AI

A data foundation that accelerates the business, not one that holds it back.

We modernise legacy data estates into governed, AI-ready platforms: architecture, governance, analytics and agentic AI in one capability.

From legacy discovery to production pipelines, adoption and scale.

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Data & AI
What it is

From legacy estates to AI-ready platforms

Organisations with legacy data architectures spend 10–20% of budgets fixing foundations, with over half of the effort going to maintenance instead of innovation.

Every new use case forces engineers to start from scratch, locating data, decoding logic, rebuilding pipelines. We combine architecture, governance, analytics and agentic AI so that work is done once, properly, and reused.

And then, we scale it.

Services

What we deliver

Five services that work as one practice, from the architecture underneath to the analytics on top, accelerated by our own platforms.

01

Advanced Analytics

Predictive modelling, machine learning, BI and visualisation, and process automation, moving teams from describing the past to anticipating the future.

02

Data Architecture

Production-ready architectures across multi-cloud, on-premises and hybrid, with automated pipelines, clear data contracts and built-in governance.

03

Data Governance

Discovery and metadata management, business glossary and standards, stewardship and tool enablement, so data is discoverable, understood and trusted.

04

Data Modernization

The structured transformation of legacy platforms into modern, AI-ready architectures, grounded in pre-built reference frameworks instead of bespoke foundations.

05

LACE OS

The first Agentic AI operating system built to modernise enterprise data platforms with AI governance. Check the Framework ↓

Our frameworks

From data foundations to business impact.

LACE modernises your data foundation; Cortex keeps it continuously optimised for cost, performance and efficiency.

Start
The legacy estate
SAS Oracle SAP BW Hadoop Undocumented logic, duplicated pipelines, rising cost

LACE OS

Agentic AI operating system

LACE governs and orchestrates AI agents, with human validation at every step. Specialised agents cover SAS, Oracle, SAP BW and Hadoop, inside a knowledge base aligned with your rules and standards.

Without orchestration, large-scale AI programmes become chaotic: agents duplicate work, produce unreliable outputs and ignore critical business logic. LACE OS solves that coordination problem.

Five connected stages
01
Understand legacy, faster

Use AI-driven analysis to uncover data structures, lineage and dependencies at speed.

02
Design data models

Target-state modelling on modern standards: Data Lakehouse, Data Vault, Star Schema.

03
Extract business logic

Reverse-engineer the rules, calculations and flows buried in legacy code, knowledge that often exists nowhere else.

04
Generate data pipelines

Robust automated ETL/ELT pipelines, enabling parallel data movement and transformation at scale.

05
Govern every step

Governance, data quality and automated DataOps practices for sustainable long-term operation.

Cortex

COST & FINOPS INTELLIGENT FRAMEWORK

Cortex gives leadership a clear, continuous view of how efficiently your data platform is running and what it costs.

It helps prevent waste, avoid budget surprises, and reinvest the savings elsewhere. Runs entirely on your own infrastructure, with no data ever shared outside your organisation.

What it provides
Optimised cost, greater predictability

Continuously uncover inefficiencies and turn them into measurable savings.

Accountability built into every decision

Make cost ownership visible across teams, projects and workloads.

See issues before they become disruption

Identify performance and cost risks early, before they affect the business.

Prioritise what creates the most value

Focus optimisation efforts where they deliver the greatest financial impact.

One view across business and technology

Connect cost, performance and priorities through a shared source of insight

Control stays with you

Cortex runs within your environment, with no data shared externally.

“

Your data foundation is either accelerating your business or holding it back. LACE OS gives your organization the tools to finally move forward, with AI doing the heavy lifting and your team staying in control.

Luís Marques
Global Head of Data
Luís Marques
How we create value

Foundations that pay for themselves

Faster time-to-value, lower delivery risk, and platforms your teams can maintain and extend.

Lower technical debt

Less budget spent maintaining foundations, more spent on initiatives that move the business.

Faster delivery

Pre-built framework components and agent-generated pipelines replace work rebuilt from scratch each project.

Trusted data

Discoverable, documented and consistent data assets, with lineage and stewardship in place.

Foresight

Risks detected early and opportunities identified, with insight accessible to everyone who needs it.

Governed AI

Agents orchestrated under human validation, with auditable outputs and controlled scale.

Our approach

Three phases, from assessment to scale.

Every engagement runs the same way: understand the estate you have, build the platform you need, then operate and extend it with your teams.

PHASE 01

Assessment

Estate discovery and dependency mapping, target architecture, governance gaps, business case and modernisation roadmap.

PHASE 02

Build

Target data models, business-logic extraction, pipeline generation, quality and governance implementation on the reference frameworks.

PHASE 03

Operate & scale

DataOps practices, stewardship and enablement, analytics adoption, and extension to the next domain.

The data chain

Inside those phases, every platform we build moves through five layers, from legacy source to decisions people act on.

01
Discover

Map systems, dependencies and the business logic hidden inside legacy code.

02
Architect

Design the target platform on proven patterns for zones, orchestration and scale.

03
Govern

Attach metadata, glossary, ownership and quality rules to every asset.

04
Modernise

Generate and deploy pipelines and models with agents under human validation.

05
Activate

Analytics, AI and agents on a governed foundation, measured and extended.

From legacy → to governed data → to intelligent impact at scale.

Why us

Your strategic partner for data modernisation

Platforms we built ourselves, specialists who know the legacy systems, and frameworks proven in production across sectors.

Our own agentic platform

LACE OS is the first Agentic AI operating system built specifically for enterprise data modernisation.

Legacy specialists

Agents and teams experienced with SAS, Oracle, SAP BW and Hadoop estates.

Reference frameworks

Pre-built, production-ready patterns for quality, lineage, orchestration and cost control.

End-to-end capability

Architecture, governance, modernisation and analytics delivered by one practice.

Cross-sector delivery

Analytics and data platforms delivered across financial services, energy, retail and public sector.

Success stories

Where we impact

Carris
Case study

Public transport operator Azure migration

A legacy Enterprise Service Bus moved to Azure, with data centralised in Data Lake Storage and a new analytics platform on Databricks, Synapse and Power BI.

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Novobanco
Case study

Data Fabric Lakehouse implementation

A Microsoft Fabric Lakehouse platform with blueprints and frameworks for data analytics, improving data quality and streamlining governance.

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Millennium BCP
Case study

One query layer across cloud and on-premises

StarBurst on a new AKS cluster unifying data access across cloud and on-premises sources, integrated with the Enterprise Data Platform.

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Make your data foundation the advantage.

We modernise legacy data platforms with agentic AI, reference frameworks and governance built in, so analytics, AI and operational intelligence run on foundations your teams can trust and extend.

Data modernisation is not a migration project.

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