Use Case Discovery
Find your highest-ROI opportunities.
The most expensive mistake in AI isn't building something badly — it's building the wrong thing well. In our field experience, 60–70% of "AI ideas" aren't real AI use cases: the impressive demo that doesn't touch a business metric, the automation of a process that should simply be deleted, the chatbot nobody asked for. Discovery exists to spend your effort where it pays.
We run collaborative workshops with the people who actually do the work, mapping your operations end to end and capturing candidate use cases in a standard format — the AI Solutions Brief — so every idea can be weighed on the same terms. Each candidate gets classified by Solution Level: solvable with existing tools, needs workflow automation, or requires a custom build. That classification is what turns a wish list into a plan.
You leave with a prioritized roadmap ranked by impact and effort — quick wins first, foundations next, big bets clearly labeled as big bets. It's the difference between "we should use AI" and "here are the five places it pays, in order."
Who it's for
- Businesses with more AI ideas than budget and no defensible way to choose between them.
- Leaders under pressure to "do AI" who want the business case before the science project.
- Teams that already ran one underwhelming pilot and want the next one aimed properly.
What you get
- Facilitated discovery workshops with the people closest to the work
- Candidate use cases captured as structured AI Solutions Briefs — comparable, not ad hoc
- Each use case classified by Solution Level: existing tools, workflow automation, or custom build
- A prioritized roadmap ranked by impact and effort, with quick wins flagged
- An honest cull: the "AI ideas" that aren't, told to you plainly
Common questions
How is this different from a brainstorming session?
Brainstorms produce sticky notes; discovery produces decisions. Every candidate is captured in the same structured format and classified by what it would actually take to build — so ideas compete on impact and effort, not on who pitched them loudest.
Who from our side needs to be involved?
The people who do the work, not just the people who manage it. The best use cases hide in the daily friction operators know by heart — a few hours from them beats a month of top-down analysis.
What happens after the roadmap?
It's yours. Some clients execute internally, some have us build the top items as Point Solutions, some do both. The roadmap is written to stand on its own either way — specific enough that any competent team could pick it up.
Ready to talk about Use Case Discovery?
The first call is 30 minutes — a conversation about your business, not a pitch.
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