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Modernize on Azure, put AI into production

AI is only as effective as the systems, data and
people  behind it

 

Thoughtworks helps enterprises modernize legacy applications and data estates, then turn Microsoft capabilities into working software that teams can run, govern and improve.

 

Microsoft provides the cloud, data and AI platform. Thoughtworks brings the product thinking, complex-systems engineering and delivery discipline to make it work in the real world — including legacy-heavy, data-intensive and highly regulated environments.

 

As a Microsoft Enterprise Systems Integrator Partner, we help customers move from a stalled ambition or pilot to a measurable result.

Start where constraint is

 
Microsoft brings the enterprise platform for cloud, data, AI and modern engineering. Thoughtworks helps teams deal with the parts technology alone cannot solve: legacy dependencies, unclear ownership, fragmented data, governance, adoption and the need to show value early.
 
Together, we help organizations build a working path from the problem they have today to the capability they need next.
 
The right place to start is not always a cloud service. It may be a legacy dependency, a data product that nobody trusts, an AI pilot that cannot pass production review or a delivery platform that slows every team down.

AI/works™ and our 3/3/3 delivery model help teams test a valuable idea quickly, then decide what deserves to scale. Choose the starting point that fits your environment.

Move beyond the pilot

 

A model or agent does not create value by itself.

 

Production AI needs reliable inputs, clear product ownership, secure architecture, evaluation, observability, operating controls and people who know how to use it in their work.

Thoughtworks helps teams move from a promising proof of concept to production software that can be governed, measured and improved. We connect the system, data, engineering and adoption decisions that determine whether AI works after the demo.

 

Microsoft

At Thoughtworks, we’re well equipped to support you in your journey, specializing in digital and application innovation and data and AI.

Why this foundation works: A platform only creates value when teams can use it

 

Microsoft provides the platform. Thoughtworks makes the whole system work. We help customers connect five conditions for lasting value:

 

  • Data products that people and agents can find, understand and trust.
 
  • Systems that can change without losing the behavior the business depends on.

 

  • Engineering platforms that reduce friction without weakening governance.

     

  • AI capabilities that are evaluated, operated and improved in production.

     

  • Adoption plans that fit real workflows, roles and incentives.

Build data products that can support people and agents

Data products work when people can find them, understand them, trust them and use them.

 

This whitepaper, created by Thoughtworks, shares practical lessons and reference patterns for designing, building and governing data products with Microsoft Fabric and Purview.

 

Make adoption and responsible delivery stick

Put the capability into the way people work

 

The right Microsoft capability is the one people can use in the work that matters.

 

We connect technology choices to user needs, operating models and measurable outcomes so new capabilities become part of how the organization runs.

 

 

 

Build a lower-impact digital future

 

Thoughtworks co-founded the Green Software Foundation with Microsoft. We help teams make sustainability part of architecture, engineering and product decisions — not a report that arrives after delivery.

 

Start with less commercial friction

 

Some eligible Azure, data and AI initiatives may qualify for Microsoft funding. Eligibility, scope and amount depend on the workload, program and customer situation.

 

We can help identify a suitable starting point, shape the business case and work with Microsoft on the qualification process.

 

 

Explore our Microsoft funding programs >

Zones: turning operating knowledge into governed agentic AI

50% reduction in order verifcation time | 29 enterprise customers supported | 17-month payback period

Zones partnered with Thoughtworks to build a production-grade agentic AI workflow on Microsoft Azure. The workflow reads customer-specific operating procedures, recommends the right action for each order and keeps a customer success manager in control of every decision.

 

The result is a reusable pattern for turning knowledge that once lived in documents and people’s heads into governed, machine-readable workflows that can scale.

Proof in production on Microsoft

Thinking together, building together

Our work with Microsoft goes beyond delivery, it's a shared commitment to shaping what AI-powered enterprises can become. From agentic AI frameworks and fraud prevention to media reinvention, explore the research, reports, and conversations we're building together.

Ready to build what’s next?

 

If your legacy estate is slowing down your AI plans, or your data is not ready for real-time decisions, start with the constraint, not the cloud service.

Frequently asked questions

  • It is a Microsoft partner designation reserved as recognition for a select group of global partners trusted to deliver complex transformations on the Azure Cloud.

  • We look beyond the model. We address the systems, data, architecture, evaluation, governance, operating model and adoption conditions that determine whether an AI capability can run safely and deliver value in real workflows.

     

  • We start by understanding the behavior and constraints of the system, then choose an incremental path that reduces risk while creating the next useful capability. The approach may include AI-assisted discovery, architecture, product engineering, data modernization and staged migration.

  • We treat data as a product with users, owners, quality expectations, documentation, semantics and a lifecycle. Microsoft Fabric and Purview provide important platform capabilities; Thoughtworks helps teams design the product model, operating model and delivery practices around them.

  • It is a fixed-price, outcome-based way to test a product idea before committing to a larger program: a concept in three days, a working prototype in three weeks and an MVP in three months.

  • It can give developers a simpler path to build, deploy and operate software while the platform supplies reusable infrastructure, guardrails and operational controls. Thoughtworks focuses on the product and operating model around the platform, not only the cluster configuration.

  • Some Azure, data and AI initiatives may qualify. Eligibility, amount and scope depend on the workload and Microsoft program. We can help assess fit and work with Microsoft on the qualification process. Funding is not guaranteed.