Introducing the Course Recommendations AI Agent
· 6 min read · OneRange Product Team
A new always-on agent inside Vero that continuously scans your workforce signals, surfaces the highest-impact skill gaps, and lets admins build the course in one click
Most L&D teams know their workforce has gaps. The hard part has never been believing the gaps exist — it's finding them quickly enough to act, prioritizing the ones that actually move the business, and then getting a course built before the moment passes. Today we're shipping the Course Recommendations AI Agent inside Vero: an always-on agent that watches the signals you're already generating, proposes the courses you should build next, and lets an admin go from idea to published course with a single click.
How it works, in three steps
The agent collapses what used to be a weeks-long needs-analysis exercise into a loop you can run any day of the week. Three stages, all happening continuously in the background:
What it does
The agent runs continuously in the background of your Vero workspace. It looks across the signals your organization is generating every day — skills assessment results, completed and abandoned courses, manager feedback, workforce analytics, hiring activity, and gaps in your Knowledge Library — and proposes the specific courses that would close the highest-impact gaps. Each recommendation includes a priority (high, medium, low), the skills it would cover, the departments and job titles it's aimed at, and an explicit list of the employees who would most benefit.
Two filters at the top — Priority and Department — let an admin focus on what matters this week. A Saved ideas tab keeps the recommendations you want to come back to, so the courses you really want to build don't disappear the next time the agent refreshes.
Where the signal comes from
The agent is only as good as the data it sees, and that's the part we've invested most in. It draws on every layer of evidence Vero already collects:
- Skills assessments — aggregated proficiency scores across the workforce, broken down by skill, team, and tenure, so under-performing skills surface immediately
- Course outcomes — completion rates, quiz pass rates, time-to-mastery, and where learners get stuck most often
- Manager feedback — the recurring themes from 1:1 summaries and performance check-ins that tell you what's actually hard in the day-to-day
- Workforce analytics — hiring activity, role changes, and team composition shifts that change what skills are suddenly in demand
- Knowledge Library coverage — where your reference content is thin or out of date relative to the skills your people are being asked to demonstrate
The agent reasons across these sources together. A single weak assessment score might be noise; the same weak score combined with a hiring spike in that department and a thin Knowledge Library on that topic is a course that needs to exist this quarter.
Why this matters for leaders
The half-life of a workforce skill is collapsing. New tools, new regulations, new customer expectations, and new AI capabilities are reshaping what "good" looks like in every role on a quarterly cycle. The companies that pull ahead are not the ones with the biggest course catalog — they're the ones who can identify a gap on Monday and have a course in their people's hands by Friday. Without an agent doing this continuously, the gap-to-course loop runs at the speed of an annual training plan, and by the time the course ships, the need has already moved.
For a CHRO or Head of L&D, the agent is the difference between reacting to last year's skills review and operating from a live map of what your workforce needs right now. For a business leader, it's a way to make the case for training in the language the rest of the business already speaks: "here is the gap, here is who has it, here is the course, here is the click to build it."
Build in one click
Every recommendation has a Build course button. Clicking it drops the proposed title, rationale, skills, and recommended audience straight into Vero's course creation flow — the same 3-step Outline → Assessment → Publish wizard your authors already use. The agent has already done the diagnostic work; the author's job is to review the outline, adjust anything that needs a human touch, and publish. What used to be a weeks-long process of needs analysis, stakeholder interviews, and curriculum design now starts from a fully-formed proposal grounded in your own data.
Recommendations you're not ready to build yet can be saved with a single bookmark click. They'll be waiting in the Saved ideas tab the next time you log in, surviving any future refresh of the agent's suggestions.
How to turn it on
The agent is live now for all admins and course managers on Vero. Open Courses → Recommendations to see your first set of suggestions. The first run takes a minute or two while the agent reads your workspace; after that it refreshes automatically as new signals come in, and you can trigger a fresh run any time with the Generate new recommendations button.
If you're a customer and want a walkthrough on getting the most out of it — including which Knowledge Library documents and assessment cadence make the recommendations sharpest — your account team can set up a 30-minute session. If you're not yet on Vero, this is one of the features we'd love to show you first.
Tags: Product Updates