Case Study · AI-Driven Learning Design
FutureProof / Workday · Learning
Workday
Learning.
How consumer-grade UX thinking reimagined an enterprise LMS — and shipped a product 200+ customers adopted post-launch.
Client
Workday — Enterprise HR & learning platform
Duration
Multi-phase · discovery → concept → ship
§01 · At a Glance
An LMS rebuilt from the learner up — not the compliance officer down.
Read time · 6 minutes
Published 2026 · FutureProof
Discovery Scope
30+
L&D leaders, managers, and frontline learners interviewed across industries.
Personas Defined
04
distinct learner archetypes — each with a different reason to open the app.
Prototype Rounds
06
iterative concepts tested against learners and admins before the build kicked off.
Adoption
200+
enterprise customers post-launch. Still growing.
§02 · The Challenge
Every employee had it. Nobody opened it voluntarily.
Enterprise learning systems had become synonymous with compliance training — annual modules people clicked through as fast as they could, then closed the tab. L&D leaders knew the product had more to offer. Employees didn't believe them.
The system-of-record was in place. The content library existed. The mobile app shipped. Engagement stayed flat. The gap wasn't features — it was that nobody had designed the experience around why a real human would open a learning app on a Tuesday afternoon.
The problem beneath the problem
Enterprise LMSes were optimised for the buyer (compliance), not the user (a learner mid-career).
01
Consumer learning apps had taught employees what "good" feels like — short sessions, personalised paths, visible progress. Enterprise LMSes still felt like HR software from a decade earlier.
02
The app served four very different learners — compliance-driven, role-development, manager-assigned, self-directed — but presented the same flat library to all of them.
03
L&D leaders could see engagement dashboards but couldn't act on them. The feedback loop between "what the numbers show" and "what the product serves people" was broken.
“
The LMS wasn't broken because it was missing features. It was broken because nobody had asked what would make a person choose to open it.
FutureProof thesis
§03 · The Approach
Three moves that replaced a content catalogue with a consumer-grade experience.
Multi-phase · discovery → concept → ship · learners first, admins second
01
Move · Discovery
Interview learners first, admins second.
We ran 30+ structured interviews — learners, managers, L&D leads — with prompts designed to surface why learning gets started and why it gets abandoned. Most enterprise research weights the buyer's voice; we weighted the learner's, because the learner is the one who either opens the app tomorrow or doesn't.
Learner-weighted research Abandonment framing JTBD · learning moments
02
Move · Personas
Four learners. Four reasons to open the app.
Discovery surfaced four learner archetypes — compliance-bound, role-developing, manager-assigned, self-directed. Each had a distinct entry point, a distinct attention budget, and a distinct definition of "useful." The product couldn't serve all four with one flat library. The personas became the scaffolding for the redesign.
4 behavioural personas Entry-point mapping Attention-budget design
03
Move · Concept & Prototype
Six concept rounds. Design by testing, not by consensus.
We ran six concept rounds against real learners — short sessions, new home experience, personalised paths, visible progress, manager-to-learner handoffs. Each round killed assumptions that a feature deck would have preserved. By the time engineering started, the core product experience had already been validated end-to-end.
6 prototype rounds Consumer-grade home Personalised paths
§04 · Consumer-Grade Thinking, Enterprise Constraints
What a consumer team would have missed.
Consumer UX patterns are well-known. Enterprise context is not. Importing one into the other without translation almost always fails.
Consumer learning apps can assume a single user, a single device, and a motivation the app doesn't need to manufacture. Enterprise learning has to work across thousands of employees, multiple managers' assignments, compliance deadlines, and a buyer who evaluates the product on dashboards the learner never sees.
Our team brought the consumer-grade design sensibility — but filtered through enterprise-platform literacy. We knew which patterns would translate, which would break on permissioning or audit requirements, and which would quietly fail in the enterprise buyer conversation.
"The risk wasn't under-designing. It was over-designing in ways that wouldn't survive enterprise procurement."
§05 · Impact
An LMS people open voluntarily. 200+ customers. Still shipping.
Primary outcome
Shipped.
A reimagined Workday Learning experience — shipped, adopted, and part of the suite. Not a concept. A product.
Adoption outcome
200+
Enterprise customers adopted post-launch. Continues to grow.
What the engagement delivered
01
A learner-weighted discovery baseline — the research Workday still references when evaluating learning roadmap decisions.
02
Four behavioural personas, each tied to a distinct entry point, attention budget, and success signal — scaffolding the redesign was built on.
03
Six prototype rounds that turned a content catalogue into a personalised learning experience — validated before engineering started.
04
A consumer-grade home that respected enterprise constraints — permissioning, audit, buyer dashboards — without sacrificing the learner experience.
05
A durable product — the redesigned Learning App is live across the Workday suite with 200+ customers post-launch, still expanding.
§06 · Work With FutureProof
Shipping an enterprise product with a consumer-grade bar? That's a research and translation problem.
Bringing consumer UX patterns into enterprise contexts usually fails because the patterns don't survive translation. The ones that do require both halves of the skill set — and someone who's shipped on both sides.
We start with a $500 AI Readiness Audit. Five days. You'll come out with a clear view of where your experience breaks down and what it would take to fix it.
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