Verify what your learners actually know
Winumu replaces hollow completion certificates with AI-verified evidence of genuine capability. Manage cohort enrollment, run artifact verification challenges, calculate Compound Skill Scores, and share branded outcome reports with employers.
Built for how your organization actually operates
Whether you run intensive live cohorts, high-volume self-paced courses, or multi-department academic programs, Winumu adapts to your grading, mentoring, and outcome reporting workflows.
Run structured cohort programs with visible learner progress
Create time-bound cohort batches, onboard learners via CSV or invite links, assign mentors to specific milestones, and track each student's verified progress against cohort benchmarks in real time.
What you get inside the institution workspace
Every feature below is live and accessible from your admin workspace today. These are the tools your team uses to manage learners, verify skills, brand outputs, and report outcomes.
Segment learners into structured, trackable cohort workspaces
Organize students by batch, track, or graduation timeline. Monitor active vs completed cohorts, inspect seat quota usage in real time, and invite learners individually or via bulk CSV imports.
Move beyond hollow completion to verified evidence of mastery
When learners submit project repositories, Winumu generates targeted explanation challenges, evaluates evidence quality out of 100, and logs integrity signals before awarding verified points.
Your brand on every portfolio, credential, and recruiter sheet
Customize theme accent colors, upload institution logos, and define program taglines. These appear across all public student portfolios, shareable verification badges, and recruiter sheets -- with a live multi-surface preview before publishing.
Publish verified outcome reports for employers and sponsors
Aggregate verified skill breakdowns, proof logs, and top-performer rankings into shareable web reports and downloadable PDFs. Give hiring partners and program sponsors undeniable evidence of cohort outcomes.
Estimate the hours you save each month
Manually reviewing student code submissions, running plagiarism checks, and scoring evidence quality takes significant instructor time. See what Winumu automates based on your cohort size.
Request guided platform onboarding
Our outcomes team will walk you through workspace setup, including cohort creation, bulk learner enrollment, mentor assignments, branding configuration, and outcome reports.
Start verifying learner capabilities today
Create an institution workspace, set up your first cohort, and issue verified proof of skill to your graduates -- in under 30 minutes.