Turn Work and Life Experience Into Credit Students Can Count On
Credit for prior learning (CPL/PLA) is one of the strongest levers for adult learner completion, and one of the hardest to run consistently. LioraAI maps certifications, workforce training, exam credit and portfolios to your courses and competencies, then hands faculty a structured recommendation to approve.
What is credit for prior learning (CPL/PLA)?
Credit for prior learning, also called prior learning assessment, is the process of awarding college credit for learning that happened outside a classroom: military training, industry certifications, employer training, apprenticeships, standardized exams such as CLEP and DSST, or a faculty-reviewed portfolio.
Who it’s for
CPL/PLA coordinators, deans of continuing and workforce education, and faculty reviewers. Typical students are adult learners and career changers with certifications, apprenticeships, employer training or military experience who want credit for what they already know.
The Problems You Know Too Well
No consistent framework for evaluating work and life experience
Decisions that depend on which faculty member has time this month
Adult learners waiting weeks for an answer and enrolling elsewhere
Valid credit left unawarded because nobody connected the dots
Accreditation worries about subjective, undocumented decisions
Students who never hear that CPL exists at your institution
Why Teams Choose LioraAI
Built with the people who do the work, around one idea: your rules, applied every time, with a person approving every decision.
Faculty stay in control
LioraAI does the research and drafts the recommendation. Faculty approve, modify or decline every award.
One framework for every pathway
Exam credit, industry certifications, employer training, apprenticeships and portfolios evaluated against the same competencies.
Documentation built for accreditors
Evidence reviewed, recommendation and faculty decision are recorded together for every award.
Students see CPL early
An eligibility estimate at the point of inquiry shows adult learners what could count before they apply.
Simple for Staff. Documented for Everyone.
Submit
Student uploads certificates, training records or a portfolio
Map
Evidence aligned to ACE/NCCRS and your competencies
Recommend
Credit suggestions with supporting evidence
Approve
Faculty validate, modify or decline
| Evidence | Your course(s) | Status | |
|---|---|---|---|
| JST · Navy IT-A | → | CIS 110 + CIS 120 | Matched |
| AWS Solutions Arch. | → | CIS 220 | Matched |
| CLEP · College Algebra | → | MATH 120 | Matched |
| Portfolio · Ops mgmt | → | BUS 230 + BUS 240 | Review |
Built for the Way Your Office Works
Certification mapping
CompTIA, AWS, PMP, Salesforce and more, aligned to courses.
Employer & apprenticeship training
Custom frameworks for workforce partners.
Portfolio support
Structured rubrics for faculty portfolio review.
Exam credit
CLEP, DSST, AP and IB credit applied by policy.
Eligibility estimator
Prospective students see potential credit early.
Accreditation-ready records
Evidence and decisions stored together.
Community college leaders on faster credit answers
Registrars, VPs and IT leads at Tennessee community colleges explain what changed after LioraAI went live.
Read customer storiesWorks With Your Existing Systems




Frequently asked questions
Straight answers to what registrars, enrollment leaders and IT teams ask us most.
See all FAQsIt maps a student’s evidence to your courses and competencies using ACE and NCCRS recommendations as a baseline, drafts a credit recommendation with the supporting evidence, and routes it to faculty for approval. Every decision is documented.
Faculty always do. LioraAI provides the research and a structured recommendation; faculty approve, modify or decline each award.
Yes. The PLA module handles military training alongside civilian evidence. For Veteran Services offices and School Certifying Officials there is also a dedicated module, LioraAI for Veterans & JST, with an SCO review queue.
NCCRS-listed programs, ACE-evaluated corporate training, common industry certifications such as CompTIA, AWS, PMP and Salesforce, and custom employer programs you configure.
Yes. Each award stores the evidence reviewed, the recommendation and the faculty decision together, which is what regional accreditors look for in a CPL program.
Related Modules
Guides from the registrar’s desk
See Prior Learning Assessment on your transcripts.
Bring a few real transcripts to a 30-minute demo. We’ll run them live against your catalog and rules, and show you the review screen and the SIS write-back.