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Data Engineering

From raw data to real competitive advantage

We help enterprises build the data foundations and AI capabilities that drive decisions, automate operations, and create entirely new business models.

Our engagements span strategy through sustained engineering — consulting, build, run, and operate — so the value compounds long after go-live.

Explore Data & AI Services →
Data Engineering Analytics & BI Machine Learning Generative AI AI Agents MLOps / LLMOps Responsible AI AI Governance
🏗️

Consulting

AI strategy, data architecture, platform selection, and roadmap design aligned to your business goals.

⚙️

Build & Engineer

End-to-end platform engineering — lakehouses, pipelines, ML models, GenAI applications, and agentic systems.

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Run & Operate

Managed DataOps, AIOps, and model monitoring — keeping your AI estate healthy and continuously improving.

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IP Solutions

Retail in a Box · Insurance Sure · AI Hiring Platform — pre-built, domain-tuned AI accelerators.

AI Consulting Services

Enterprise AI Transformation

Move beyond proof-of-concept. We design, deploy, and scale enterprise-grade AI solutions that drive measurable business impact and operational efficiency.

Our Consulting Process

A proven methodology to de-risk AI investments and accelerate time-to-value.

1

Discovery & Strategy

Assess data maturity, identify high-ROI use cases, and define a roadmap aligned with business objectives.

2

Design & Architecture

Select the right models (LLMs, Custom ML), design scalable data pipelines, and ensure security & compliance.

3

Development & PoC

Rapidly build and train models, validate outputs against business KPIs, and iterate on pilot feedback.

4

Deployment & MLOps

Integrate AI into workflows with robust monitoring, model retraining, and continuous optimization.

Our Capabilities

Generative AI & LLMs

Custom enterprise copilots, RAG architectures, and fine-tuned models for synthesis and automation.

Predictive Analytics

Forecasting demand, anticipating maintenance, and optimizing pricing using ML models.

Computer Vision

Automated visual inspection, facial recognition, and spatial analytics for various industries.

NLP & Text Analytics

Extracting insights from unstructured data, sentiment analysis, and intelligent routing.

AI Governance & Risk

Ensuring models are ethical, explainable, unbiased, and compliant with global regulations.

MLOps & Infrastructure

End-to-end automation of model deployment, monitoring, drift detection, and cloud ops.

GLOBAL CAPABILITY CENTRES

GCCs today are becoming a transformative engine for global organizations

Cost Efficiency
Operational Value
Deliver cost-effective operations and streamlined processes
  • Increase shareholder value through enterprise value
  • SG&A improvement through cost arbitrage and scale
  • Streamlined processes and centralized operations
KPIs: Total cost of service compared to business growth, Reduction in operation costs
Capability Development
Business Value
Collaborate to execute strategic business programs
  • Business to focus on core activities
  • Delivery of measurable and actionable insights
  • Increased capabilities and market competitiveness
KPIs: New competencies developed at GCC, Growth in market share
Talent Value
Talent Hub
Act as an enterprise hub for specialized talent
  • In-house talent capability building
  • Building a future and digital-ready workforce
  • Enhanced employee engagement and satisfaction
KPIs: Employee Net Promoter Score (NPS), Increase in employees with niche skills
Innovation
Innovation Value
An innovation delivery partner
  • Solution innovation and automation orchestration
  • Building new capabilities to support business growth
  • Establishment of innovation labs or centers of excellence
KPIs: Innovation index, Increase in customer satisfaction

The capability center landscape is rapidly evolving

Key business transformation challenges that organizations face:

Talent
Lack of skilled talent at a reasonable cost and scale to cater to growing needs.
Cost
Need to reduce the cost of operations to maximize bottom-line.
Innovation
Drive speed to value by consolidating innovation services.
Market Trends
Adapt to dynamic market trends with frequent regulatory changes.

...driving a shift to a new approach:

Capability centers foster best-in-class talent, drive innovation and build competitive and cost advantage.

  • Gain access to skilled talent at a cost advantage
  • Become more process agile in response to changing business needs
  • Deliver transformation at scale to enable efficient business operations
  • Leverage India's innovation ecosystem to redesign the organization for the future
Explore GCC Services
GCC Strategy Entity Setup Talent Acquisition Operating Model CoE Design Governance
ANLAGE X OMNISOL

RETAIL TRANSFORMATION,
PROVEN AT SCALE.

The operating experience of Tesco. The execution power of Anlage.

Retailers today don't need another consulting framework. They need to know:

What has actually worked?
What can AI genuinely transform?
Where is value left on the table?
How to move from idea to impact?

Anlage has partnered with OmniSol — Tesco’s B2B capability powerhouse, built on the globally recognised excellence of Tesco Business Solutions — to bring a fundamentally different retail transformation proposition to the market.

Practitioner-led.
Proven in operations.

OmniSol is not built around theoretical consulting models. Its capabilities are born from what is being run, tested, transformed and scaled within Tesco's own multi-country operations.

The leadership bringing these capabilities to clients continues to operate and transform Tesco's GBS environment today.

Deep retail domain knowledge
Scaled operational discipline
AI-led transformation capability
Advanced analytics
Continuous improvement culture
GBS & GCC operating expertise

THE DIFFERENCE IS SIMPLE.

Traditional consulting tells you what could work.
We bring what has already worked at scale.

Tesco operates one of the world's most complex retail ecosystems — across markets, formats, channels, products, suppliers and millions of customer interactions.

Through OmniSol, learnings, operating practices and transformation capabilities developed in that environment can now be applied to other retailers.

Battle-tested playbooks
Proven AI use cases
Real operational experience
Practitioners, not advisors

From idea to impact

Combined with Anlage's ability to build, execute and scale technology, we take a retail transformation agenda from boardroom discussion to operating reality.

We turn ideas into the technology, Data & AI capability, GCC, managed team and talent required to execute them.

TALENT SOLUTIONS

Build the Workforce of Tomorrow

One Talent Partner. Multiple Ways to Scale.

28+
Years Experience
350+
Global Enterprises
10,000+
Professionals Deployed

Permanent Staffing

Build teams for the long term.

Identify, assess and hire specialized professionals across technology, engineering, data, AI, cloud and enterprise platforms.

Contract Staffing

Scale your workforce when you need it.

Deploy specialized professionals quickly for transformation programs, technology initiatives and project-based requirements.

RPO Services

Turn recruitment into a scalable model.

We become an extension of your talent acquisition organization—bringing people, process, technology and intelligence together.

Select10x AI Platform

AI-Powered Talent Intelligence.

Select10x brings AI into the talent lifecycle to help organizations discover, evaluate and engage talent faster through intelligent matching and skills analytics.

Explore
Where transformation begins

Workshops designed to unlock your next move

Data · Workshop

Enterprise Data Foundation Workshop

An intensive executive workshop that maps your current data landscape, identifies silos, and produces a concrete 90-day architectural roadmap to build a modern, scalable data platform.

Duration2 Days
Participants8–12 Leaders
FormatOn-site or Virtual
Current-state data architecture assessment
Data maturity and governance gap analysis
Modern data stack tool recommendation
Target-state architecture blueprint
90-day implementation roadmap
Book Data Workshop
AI · Workshop

AI Readiness & Use-Case Workshop

Align your leadership on the most impactful AI opportunities for your business. We filter the hype to identify high-ROI use cases and define the path from pilot to production.

Duration2 Days
Participants8–12 Leaders
FormatOn-site or Virtual
AI opportunity matrix aligned to business strategy
Prioritised use-case roadmap with ROI estimates
Build vs. buy model evaluation
Risk, security, and compliance framework
90-day activation plan with clear ownership
Book AI Workshop
GCC · Phase 0 Workshop

Phase 0 GCC Strategy Workshop

Before your first hire in India, get the strategy right. Our Phase 0 workshop brings together global leadership to align on the GCC vision, operating model, and 12-month blueprint.

Duration3 Days
ParticipantsC-Suite + HR
FormatFacilitated
GCC vision and mandate aligned across leadership
Location analysis and hub recommendation
Operating model and governance design
Talent strategy and EVP framework
12-month setup roadmap with milestones
Book GCC Workshop
Talent · Workshop

Tech Talent Strategy Workshop

Rethink how you attract, train, and retain specialised engineering and AI talent. We help you design a modern talent architecture that aligns with your technology ambitions.

Duration1-2 Days
ParticipantsHR & Tech Leaders
FormatOn-site or Virtual
Current talent capability and gap assessment
Employer Value Proposition (EVP) refresh
Upskilling and cross-skilling frameworks
Performance and retention strategies
Actionable hiring playbook for niche skills
Book Talent Workshop
Technology ecosystem

Best-of-breed, partnership-backed

Microsoft Azure
Microsoft Azure
Cloud · AI · Fabric
Databricks
Databricks
Lakehouse · ML
Snowflake
Snowflake
Data Cloud
AWS
AWS
Cloud · Bedrock
Anthropic
Anthropic
Claude · GenAI
OpenAI
OpenAI
GPT · Embeddings
Power BI
Power BI
Analytics · BI
Tableau
Tableau
Visualisation
Apache Spark
Apache Spark
Processing
Kafka
Kafka
Streaming
Our GCC Client story
Featured
AI Networking · GCC Launchpad · India Expansion

Global Expansion with GCC Launchpad Services

Enfabrica, a Silicon Valley-based startup specializing in high-performance networking chips for AI and accelerated computing, aimed to expand its global footprint by establishing a Global Capability Center (GCC) in Hyderabad, India.

Anlage's GCC Launchpad service provided end-to-end support covering compliance, legal setup, workspace solutions, and back-office operations, allowing Enfabrica's leadership to focus entirely on core innovation and technology development.

$150M
Backed AI networking chip startup
HYD
Prime workspace established in Hyderabad
360°
Turnkey compliance, legal, and operational setup
0→1
Rapid GCC launch enabling immediate R&D focus
"Anlage handled all back-office functions and provided customized workspace solutions, ensuring a seamless transition and allowing us to operate smoothly without diverting resources from our core activities."
— Leadership, Enfabrica
Location StrategyHyderabad
Legal & ComplianceManaged
Workspace SetupEnd-to-End
HR & PayrollIntegrated
IT & AdminFull Support
Explore more case studies →
Anlage Leadership Exchange

Where senior leaders choose deeper on Data & AI

The Anlage Leadership Exchange is our flagship executive programme — a curated network of CDOs, CTOs, and CDAOs sharing unfiltered experience on building AI-native enterprises.

Quarterly Executive Forums

Intimate, invitation-only dinners and roundtables bringing together 12–15 senior leaders per session across industry verticals.

Peer Learning Sessions

Off-the-record working sessions where CDOs share real architecture decisions, vendor failures, and team-building lessons.

AI Readiness Benchmarking

Confidential maturity benchmarks positioning your organisation against sector peers — informing your investment priorities.

"The Leadership Exchange is the only forum where I can speak openly about what's actually hard about enterprise AI — without vendor pitches or consultant agendas."
CK
Chief Data Officer
Global Retail Enterprise
"The GCC conversation was a revelation. Every assumption we had about India as a cost play was systematically dismantled — and replaced with something far more ambitious."
AR
Chief Technology Officer
BFSI Enterprise, UK
"Anlage brings a perspective you simply cannot get from analysts or the large consultancies — practitioner-grade, honest, and tuned to what real implementation looks like."
SP
VP, Data & Analytics
Healthcare Group, US
"Their deep understanding of enterprise architecture helped us accelerate our generative AI rollout by at least six months, avoiding costly pitfalls."
MR
Head of AI & ML
Global Manufacturing Corp
"What sets them apart is their focus on actionable business outcomes rather than just deploying the latest models. Real enterprise value."
JT
Chief Digital Officer
Consumer Goods Enterprise, Europe
"Finally, a partner who understands that scaling AI is a data engineering and governance problem first. Their blueprints are battle-tested."
SL
VP of Engineering
Global Logistics Firm
"The Leadership Exchange is the only forum where I can speak openly about what's actually hard about enterprise AI — without vendor pitches or consultant agendas."
CK
Chief Data Officer
Global Retail Enterprise
"The GCC conversation was a revelation. Every assumption we had about India as a cost play was systematically dismantled — and replaced with something far more ambitious."
AR
Chief Technology Officer
BFSI Enterprise, UK
"Anlage brings a perspective you simply cannot get from analysts or the large consultancies — practitioner-grade, honest, and tuned to what real implementation looks like."
SP
VP, Data & Analytics
Healthcare Group, US
"Their deep understanding of enterprise architecture helped us accelerate our generative AI rollout by at least six months, avoiding costly pitfalls."
MR
Head of AI & ML
Global Manufacturing Corp
"What sets them apart is their focus on actionable business outcomes rather than just deploying the latest models. Real enterprise value."
JT
Chief Digital Officer
Consumer Goods Enterprise, Europe
"Finally, a partner who understands that scaling AI is a data engineering and governance problem first. Their blueprints are battle-tested."
SL
VP of Engineering
Global Logistics Firm
Executive perspectives

What our practitioners are thinking about

Whitepaper · 2025
Building an AI-Ready Data Foundation: The Enterprise Playbook

Most enterprise AI initiatives fail not because of the models — but because of the data beneath them. We break down the architectural decisions that separate scalable AI from expensive experiments.

Point of View · 2025
Why Agentic AI Will Redefine the Intelligent Enterprise

LLMs were just the first act. The real transformation begins when AI systems reason, plan, and act autonomously across your enterprise workflows. Here's what that actually looks like in production.

Research · 2025
From Cost Arbitrage to Innovation Arbitrage: The GCC Inflection

India's GCC landscape has entered a new chapter. This report maps the shift from support-function outsourcing to strategic AI capability ownership — and what it takes to lead it.

Research · 2025
Bridging the Tech Skills Gap: The New Talent Blueprint

As technology accelerates, the demand for specialised engineering and AI talent outpaces supply. Discover how leading enterprises are rethinking acquisition, upskilling, and retention to build future-proof teams.

Point of View · 2025
Hyper-Personalisation at Scale: The Future of Retail Commerce

How AI and modern data architectures are helping global retailers predict consumer behaviour, optimise inventory, and deliver seamless, tailored omnichannel experiences that drive loyalty.

Whitepaper · 2025
Navigating Legacy Modernisation in a Cloud-First World

Technical debt is the hidden tax on enterprise agility. We explore proven strategies for untangling monolithic systems and transitioning to microservices without disrupting mission-critical operations.

Why Anlage

What makes us different

🎯

Business-first, technology-second

We start with the outcome you need, not the technology we sell. Every recommendation is anchored in measurable business value.

🧠

Deep practitioner expertise

Our teams have built data platforms, AI systems, and GCCs from the inside — not just advised on them from a slide deck.

Industry accelerators that work

Pre-built, domain-tuned accelerators cut time-to-value in Retail, BFSI, and Healthcare by months, not weeks.

🤝

Partner-grade relationships

Gold partnerships with Microsoft, Databricks, Anthropic, and AWS — with co-sell motions that accelerate your deals.

🌐

Global delivery, local expertise

US and India delivery capability — with deep understanding of what it takes to build and run an exceptional GCC.

🛡️

Enterprise-grade governance

Responsible AI, data governance, and security are built into every engagement — not bolted on at the end.

📈

Outcome-driven delivery

We measure ourselves against your business KPIs, not project milestones. If it doesn't create value, we say so.

🏆

28 years of enterprise trust

Three decades of solving hard enterprise problems — now applied to the AI era's most consequential transformation.

Ready to build your AI-native enterprise?

Start with a conversation. Tell us where you are, and we'll tell you what's possible.