• From Hype to ROI: AI Envisioning Lab

Turn AI From Hype Into ROI with HSO’s AI Envisioning Lab

Move from AI ambition to a clear, executable roadmap backed by business value—not experiments.

AI Is Everywhere, But AI ROI Isn’t

While investments in AI keep rising constantly, the majority of projects fail to deliver measurable business value. In fact, 88% of AI projects get stuck in pilot and never scale into production (Forbes).

As a result, even leading organizations still struggle achieve real ROI and unlock true competitive advantage with AI implementations, even with accelerating agentic capabilities.

HSO’s AI Envisioning Lab: The Fastest Path from AI Ambition to ROI

 

HSO’s AI Envisioning Lab is the culmination of our 30+ years of experience in digital transformation and our integrated approach to AI implementation that encompasses people, processes, and technology. 

Comprised of three workshops, the AI Envisioning Lab is designed to help your organization cut through the AI hype with a proven, enterprise-grade approach to AI transformation. 

 

From Scattered Pilots to a Clear AI Roadmap in Three Steps

The AI Envisioning Lab’s proven, systematic approach utilizes three steps that build upon each other to deliver multiple key outputs: a pragmatic AI roadmap, a clear proposal for a first executable use case to prove value, and an executive summary designed to help align stakeholders and secure internal sponsorship.

Find the First Win That Actually Ships

Many AI use cases look appealing in a slide deck, but fewer are both executable at scale and capable of driving true business value.

In this first workshop, we bring together business and IT leaders in your organization with HSO experts to:

  • Map your strategic priorities and pain points
  • Identify high-volume, low-value repetitive tasks where AI and agents can safely create measurable value.
  • Score and prioritize use cases based on impact, feasibility, risk, and time-to-value.

Use Case Workshop Outcome: A shortlist of 2-3 concrete, high-value AI use cases, with one recommended as the first executable use case to prove value quickly.

Why HSO Is Your Trusted Partner for Reliable, ROI-Driving AI Transformation

  • 1

    HSO’s People-First Approach Creates AI That Gets Adopted

    AI often fails due to low adoption, not bad models. HSO leverages our people-centric approach, including user-centered design principles and structured change management, to ensure workflows feel intuitive and adoption sticks.

  • 2

    HSO’s Process-Led Transformation Unlocks Faster Time-to-Value

    Attaching new AI technology to old processes will never generate true AI ROI. Leveraging our decades of experience transforming business applications and our industry expertise, we redesign processes end-to-end to create real value, faster.

  • 3

    HSO’s Full-Stack Microsoft Coverage Enables Enterprise-Ready AI

    Scalable AI transformation touches on every part of your technology stack—from infrastructure, to data, to business applications, and beyond. As a full-service Microsoft partner, we help our customers align every part of their business and IT landscape to achieve enterprise-grade AI transformation.

  • 4

    HSO’s Accelerators Reduce Risk and Jump-Start ROI

    AI and agentic technology might be (relatively) new, but you don’t need to experiment blindly or start from zero. Based on our experience across thousands of customers, we’ve developed industry-ready accelerators, frameworks and pre-built agent capabilities to shorten timelines, reduce risks, and move from concept to value faster.

  • 5

    HSO as Customer Zero for Proven AI in Production

    We don’t just implement AI for customers; we run our business with it. HSO’s own Expense Entry Agent is live in production with 3,000+ HSO employees around the globe and saves thousands of workdays annually. Our customers benefit from our first-hand agentic AI experience, where we discovered what works, what doesn’t, and how to scale responsibly. 

Real ROI in Practice: Thomas Concrete Group

Thomas Concrete Group, a Swedish-headquartered, internationally-operating concrete manufacturer, started leveraging AI capabilities during their finance harmonization project. Together, we started with one high-value financial process: invoice matching. By applying AI to a workflow that handled hundreds of thousands of invoices a year, Thomas Concrete Group unlocked significant operational efficiency and cost savings.

“We process hundreds of thousands of invoices a year, and we are now running close to 50% that is auto‑matched and auto‑approved. For us, this is a huge improvement.”

Lennart Björnström Chief Operating Officer | Thomas Concrete Group AB

Today, at least half of those invoices are auto-matched and auto-approved. For Thomas Concrete Group, this means a reduction in manual effort, fewer processing delays, and increased capacity for finance teams to focus on strategic work.

For leaders under pressure to deliver short-term, visible ROI of AI, Thomas Concrete Group proves that with a strategic approach, the right use case can pay for itself and build momentum for broader AI adoption.

Read Thomas Concrete Group's Full Story

Take the First Step Towards an AI Roadmap with HSO’s Free AI ROI Discovery Hour

AI capabilities are accelerating and competitors are looking to secure their competitive advantage with AI. But without a clear, strategic starting point, it’s easy to: fall into endless pilots, stall due to lack of readiness, and struggle to turn ambition into real business impact.

Ready to make progress but not yet ready for the full AI Envisioning Lab? Book your Free AI ROI Discovery Hour now to take the first step today.

HSO’s Free AI ROI Discovery Hour is a low-commitment way to get unstuck. In one focused conversation, you’ll align with HSO experts to start identifying where AI can begin creating value in your organization and next steps towards achieving a successful, scalable AI initiative.

Ready to make your next step towards AI transformation your smartest step?

Book Your Free AI ROI Discovery Hour


  • • Clarify your goals: Identify the business outcomes your leadership team cares about most and where AI is most likely to help.

  • • Identify 2-3 relevant use cases: Explore AI opportunities tailored to your industry, processes, and goals, grounded in what’s working for real organizations today.

  • • Outline a low-risk path forward: Bridge the gap between where you are today. Understand the early steps to reduce risk, improve readiness, and move towards a value-driving, executable AI roadmap.

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