Beyond the AI goldrush: A field guide to AI use cases that deliver value now
A senior digital workplace leader described their organization in a recent DWG member poll like this: “The dynamic is a bit of an ‘AI goldrush’ where so many different groups are trying so many different things. The result is too much duplication and fractured experiences for end-users.”
In most organizations, AI is not the problem. Tools are rolling out, pilots are running, departments are experimenting. What is missing is clarity: which AI capabilities are actually delivering value in a digital workplace context, which are emerging, which require foundations not yet in place, and which to deploy in what order. The market has produced no shortage of use case ideas. What it has not come up with is a way to filter them.
DWG’s new research paper, Real-world AI: A field guide to AI use cases that deliver value now, starts with a simpler question: What is actually working? At its centre sits a pattern library of 13 digital workplace AI use cases, organized into three readiness tiers plus one horizon category. It draws on practitioner case notes from Vodafone, Pearson, Lloyds Banking Group and a global consumer goods company; desk research; and a directional DWG member poll conducted in April 2026. The point is not to add to the pile of AI inspiration. It is to help digital workplace teams know what is worth deploying now, what to start preparing for, and what to leave alone until the foundations are in place.
Three tiers, three different questions
The library’s first three tiers describe AI use cases at different stages of organizational readiness. The fourth, in a category of its own, we will get to.
Foundation capabilities answer: Are we keeping pace? AI-powered search, summarization and content drafting assistance are increasingly standard features of modern intranet platforms. These will not transform the employee experience on their own, but they are the new floor.
Emergent capabilities answer: Where is reliable value being generated right now? Examples include:
- HR and IT virtual agents
- intranet content used to ground Microsoft 365 Copilot responses
- AI-assisted content governance.
These require more preparation, particularly around content quality and integration. Organizations doing them well are seeing genuine improvements in how employees access information.
Transformational capabilities answer: Where should we be aiming? This will come through:
- AI-guided onboarding that adapts to role and progress
- agentic content workflows
- employee-facing agents that take action across systems rather than simply retrieving answers.
These require cross-functional ownership and longer timelines. They also represent the most meaningful near-term opportunity to reshape how work gets done.
What sets this library apart is the supporting context detailed for each entry. Rather than merely stating what the capability does, there is background on what it requires in order to work, what could trip it up, and how widely it is being deployed today. This is a planning tool, not just an inspiration list.
And about that fourth tier
This is called ‘Horizon-defining’ – and it is where the paper goes furthest. As AI tools multiply across the enterprise, the answers they generate are only as good as the content they draw from. In most organizations, no single team is yet accountable for that content layer. The report argues that this responsibility should belong to digital workplace teams and sets out what claiming this role looks like in practice, with four practical approaches to achieving it.
Read the full paper
Real-world AI: A field guide to AI use cases that deliver value now by DWG Luminary and Senior Director for Artificial Intelligence at Interparfums, Inc., Kerry O’Donnell.
Inside: the full pattern library across all four tiers; an eight-dimension grid for assessing use case readiness; case notes from Vodafone, Pearson, Lloyds Banking Group and a global consumer goods company; plus a deeper exploration of the ‘Horizon-defining’ tier and what this means for the future of digital workplace teams.
Categorised in: Artificial intelligence and automation
