About PrepLion

A23.2

CLEP and DSST exams let you earn real college credit for a fraction of the cost of a course. But the best prep tools cost hundreds of dollars — or require hiring a tutor. PrepLion exists to change that: world-class CLEP & DSST prep, free for every student.

Why We Built This

For college students, CLEP and DSST exams offer a way to skip intro courses and save thousands — but there's almost no quality prep out there beyond outdated practice books.

We built PrepLion to solve that problem. A platform that does what a great tutor does: explain why, not just what — then test whether it clicked.

Sage is the result of that idea: a study partner that's available 24/7, never gets impatient, and adapts to exactly where you're struggling — whether you're aiming for a passing score on CLEP College Algebra or DSST Business Ethics.

Our Mission

“Make world-class CLEP & DSST prep accessible to every student — not just those who can afford a tutor.”

The Science Behind Sage

Active recall. Research consistently shows that actively retrieving information — not passively rereading notes — is the most effective way to move knowledge into long-term memory. Every PrepLion practice question and every Sage comprehension check is an act of retrieval.

Spaced repetition. When you answer a question wrong, PrepLion schedules it to reappear at increasing intervals. This technique has been shown in cognitive science studies to dramatically improve retention over weeks and months compared to massed practice.

Mastery-based progression. Rather than assigning the same material to every student, Sage tracks your mastery by unit and generates questions targeting your weakest areas first. This approach — rooted in Bloom's mastery learning framework — ensures that practice time goes where it has the most impact.

Comprehension verification. After Sage explains a concept, it offers an optional 3-question check to verify you understood the explanation — not just read it. This closes the loop between passive learning and active demonstration of understanding.

College Board-Aligned Question Quality

Every CLEP practice question goes through a rigorous 9-step quality pipeline

1

Topic Distribution

Questions match College Board’s official exam topic weights

2

Bloom’s Taxonomy

50%+ questions test application and analysis, not just recall

3

Scenario-Based

80%+ of questions present real-world scenarios, matching CLEP’s format

4

Misconception-First Distractors

Wrong answers target actual student misconceptions

5

Question Generation

Questions are calibrated to intro-college difficulty level

6

Cross-Model Validation

A second model independently validates every question

7

8-Criterion Review

Factual accuracy, single correct answer, distractor quality, cognitive level, exam alignment, scenario check, distractor distinctness, explanation quality

8

Difficulty Calibration

Empirical tracking ensures questions match real CLEP pass rates

9

OpenStax Grounding

Factual accuracy verified against free, peer-reviewed college textbooks

34 College Board CLEP exam topic distributions aligned

120+ original calibration question stems validated against

PrepLion is not affiliated with or endorsed by the College Board. CLEP® is a registered trademark of the College Board.

What Students Experience

Instant Feedback on Every Answer

Every MCQ and FRQ gets an immediate explanation of why the correct answer is right and why each wrong answer is a common misconception. No waiting, no answer keys.

Mastery Tracking Across All Units

Your dashboard shows per-unit mastery percentages, accuracy trends over time, and a visual heatmap — so you always know exactly where to focus your next study session.

Adaptive Study Plans

Each week, your study plan targets your weakest units first and adjusts as your scores improve. Set your exam date and the plan counts down with you.

See PrepLion in Action

Here's what the experience looks like — from your personalized study plan to practice questions with instant feedback.

Study Plan
This Week's Goal

Master Units 4 & 5 before Friday

~30 min/day recommended

Focus Areas

Unit 4: Revolutions

41% mastery — 12 MCQs recommended

HIGH

Unit 5: Cold War

63% mastery — 8 MCQs recommended

MEDIUM

Unit 2: Exploration

74% mastery — 5 MCQs to reinforce

LOW

Mon: Unit 4 MCQs

Tue: Unit 5 Review

Wed: Mixed Practice

Thu: Weak Topics

Prioritized weekly plan by unit

Practice
3 / 10

MCQ · Unit 5: Revolutions

Which of the following BEST explains why the French Revolution spread ideas of democracy across Europe?

AThe invention of the printing press
BNapoleon's military campaigns
CThe Black Death epidemic
DTrade routes along the Silk Road
Correct! Sage explains:

Napoleon's military campaigns (1799–1815) carried Revolutionary ideals of liberty and nationalism into conquered territories, abolishing feudal privileges across Europe.

Instant Sage explanations

Analytics

73%

Pass Prob.

78%

Accuracy

🔥

12d

Streak

2,450

XP

Mastery by Unit

Unit 1: Renaissance
92%
Unit 2: Exploration
74%
Unit 3: Imperialism
85%
Unit 4: Revolutions
41%
Unit 5: Cold War
63%

Accuracy Over Time

2 wks agoToday

Per-unit mastery tracking

What We Stand For

Outcome-Obsessed

We measure success in score improvements, not time-on-site.

Accessible First

Core features are free. Always. Premium is for students who want more — not a paywall for the basics.

Sage as Your Tutor

Sage doesn’t just answer questions. It explains, checks your understanding, and adapts to your weak points.

What We Cover (62 courses · CLEP & DSST)

CLEP (College Credit)

CLEP American Literature Colonial to contemporary American literary worksCLEP Analyzing & Interpreting Lit Close reading of prose, poetry, dramaCLEP College Composition Thesis, argument, rhetoric, research writingCLEP College Composition Modular Rhetorical analysis, synthesis, argumentationCLEP English Literature British literature from Beowulf to modernCLEP Humanities Literature, art, music, philosophyCLEP American Government US government structure, civil rightsCLEP US History I Colonial era through ReconstructionCLEP US History II Reconstruction to presentCLEP Human Growth & Development Lifespan development from birth to deathCLEP Educational Psychology Learning theories, motivation, assessmentCLEP Introductory Psychology Behavior, cognition, development, disordersCLEP Introductory Sociology Social structures, culture, institutionsCLEP Macroeconomics GDP, fiscal/monetary policy, international tradeCLEP Microeconomics Supply/demand, market structures, elasticityCLEP Social Sciences & History Cross-disciplinary history, econ, geographyCLEP Western Civilization I Ancient Near East through early modern EuropeCLEP Western Civilization II Enlightenment to presentCLEP Biology Cell biology, genetics, evolution, ecologyCLEP Calculus Limits, derivatives, integrals, applicationsCLEP Chemistry Atomic structure, bonding, reactions, thermoCLEP College Algebra Equations, inequalities, functions, graphingCLEP College Mathematics Sets, logic, probability, geometryCLEP Natural Sciences Biology, physics, earth science, chemistryCLEP Precalculus Algebra, trigonometry, analytic geometryCLEP Financial Accounting Journal entries, financial statements, GAAPCLEP Information Systems IS fundamentals, databases, networks, SDLCCLEP Introductory Business Law Contracts, torts, business organizationsCLEP Principles of Management Leadership, planning, organization, controlCLEP Principles of Marketing Market strategy, consumer behavior, pricingCLEP French (Levels 1 & 2) Reading, grammar, vocabulary, cultureCLEP German (Levels 1 & 2) Reading, grammar, vocabulary, cultureCLEP Spanish (Levels 1 & 2) Reading, grammar, vocabulary, cultureCLEP Spanish with Writing Advanced grammar, error identification, essays

DSST (College Credit)

Principles of Supervision Leadership, delegation, employee developmentHuman Resource Management Recruitment, compensation, labor relationsOrganizational Behavior Motivation, group dynamics, organizational culturePersonal Finance Budgeting, investing, insurance, credit managementLifespan Developmental Psychology Physical, cognitive, social development across the lifespanIntroduction to Business Business fundamentals, management, marketing, financeHuman Development Piaget, Erikson, attachment, cognitive developmentEthics in America Moral philosophy, ethical theories, applied ethicsEnvironmental Science Ecosystems, pollution, conservation, environmental policyTechnical Writing Clarity, structure, audience analysis, documentationPrinciples of Finance Time value of money, risk, capital budgetingManagement Information Systems IS strategy, databases, networks, decision supportMoney and Banking Monetary policy, banking system, financial marketsSubstance Abuse Drug classifications, addiction, treatment, preventionCriminal Justice Law enforcement, courts, corrections, criminologyFundamentals of Counseling Counseling theories, techniques, ethicsGeneral Anthropology Cultural, physical, linguistic, archaeological anthropologyWorld Religions Christianity, Islam, Judaism, Buddhism, HinduismArt of the Western World Ancient to modern Western art movements and artistsAstronomy Solar system, stars, galaxies, cosmologyComputing and Information Technology Hardware, software, networking, programming basicsThe Civil War and Reconstruction Causes, battles, politics, Reconstruction era

Accuplacer (College Placement)

Accuplacer — Arithmetic Whole numbers, fractions, decimals, percents, basic geometryAccuplacer — Quantitative Reasoning Ratios, rates, proportions, linear equations, statisticsAccuplacer — Advanced Algebra & Functions Quadratics, polynomials, exponents, trigonometry, functionsAccuplacer — Reading Main ideas, inference, author's purpose, vocabulary in contextAccuplacer — Writing Sentence structure, grammar, style, rhetorical effectivenessAccuplacer — ESL Language use, reading, sentence meaning for non-native speakers

A23.2

56

Courses covered

34

CLEP exams (college credit)

24/7

Sage Live Tutor availability

Free

To start, forever

$19

Pass plan/mo ($149/yr)

A23.2

PrepLion Alpha 26

All 57 CLEP / DSST / Accuplacer courses fully validated at College Board-equivalent rigor. 29,523 approved questions, every single one AI-reviewed against CB past-exam content. Full dashboard activation overhaul, student-report auto-quarantine defense, and ACCUPLACER + CLEP + DSST running on the same RAG-grounded generator pipeline.

29,523 Questions Fully CB-Validated

Every approved CLEP / DSST / Accuplacer question passed through Haiku 4.5 factual review against real College Board past-exam content. 2.3% rejected and un-approved, pending admin review. Grading is anchored in CB CED, not generic web content.

RAG-Grounded Question Generation

Each new question prompt injects 3–5 real CB exemplars as style/rigor/format targets. Multi-model consensus (Haiku + Groq) verifies the correct answer before the question is approved. Plagiarism guard rejects near-copies of exemplars.

Activation Overhaul (A25 → A23.2)

Zero-signal users now see "Warm up. See your level." with a 3-question 60-second challenge instead of a 15-question diagnostic. Evaluation happens AFTER engagement. Measurement instrumentation covers dashboard → coach-plan → CTA click funnel.

Student-Report Auto-Quarantine

Three unique-user reports on a single question and it's pulled from circulation immediately pending admin review. Prevents one bad question from compounding into public feedback. The primary defense against quality regressions.

Clutter-Free Dashboard (5 Cards)

Radical simplification from 14 cards to 5. One dominant CTA, state-shifting tone, Duolingo-style path progression, and a retention micro-win loop. Built on a single coach-plan response that's now the single source of truth for all dashboard signals.

Full Course Coverage

All 57 courses: 34 CLEP + 22 DSST + ACCUPLACER (6 subtests). Every course has its own blueprint-aware question pool, pass-probability engine, and coach-plan prescription. No course is an afterthought.

A18.1

PrepLion Alpha 18.1

Last-mile anxiety answers + TurboTax-style onboarding. CLEP-at-home pillar page, test-day hub pages, /faq 8 → 21 questions, SageFAQ test-day entries, trial-surfacing CTAs, Anthropic fallback on Sage chat, admin reset restores true fresh state.

A17.0

PrepLion Alpha 17.0

Post-diagnostic lock-in, AI-as-SME question review pipeline, provider cost tracking, and Reddit v5 DSST parity — turning insight into action.

Post-Diagnostic Lock-In Modal

The moment your diagnostic finishes, a single decision: "Fix [weakest unit] now — 5 questions (2 min)." No scrolling past 7 sections to find the right action. Closes the insight-to-abandon cliff for new users like Jay Lee.

AI-as-SME Review Pipeline (Phase 1)

Admin can't be SME in all 56 subjects, so question review uses an AI-as-SME rubric with an audit trail. New QuestionReview schema records every review pass (model, score, verdict, reasoning). Validated end-to-end on 7 student-authored CLEP Biology questions.

Admin AI Usage Tracking

Per-provider 24h health card on the Admin Overview tab — call counts, success rates, average latency. Fire-and-forget instrumentation adds zero latency to user AI calls. Spot providers burning quota before the bill arrives.

Reddit v5: DSST Parity

All 22 DSST courses now in the Resource Hub with DANTES fact sheets. Every /dsst-prep/[slug] page has the Am I Ready CTA. Secondary "Post to r/MilitaryFinance instead" link on DSST results — where the DSST trust channel actually lives.

GA4 Measurement for Reddit + Post-Diagnostic

ask_reddit_click, result_shared, post_diag_cta_shown, post_diag_practice_clicked, post_diag_plan_clicked, post_diag_dismissed — the full measurement stack so we finally know what converts instead of guessing.

Test Infrastructure: 230 Unit + 13 E2E

Mock-gate, dashboard-resume, onboarding-full-flow, post-diagnostic-modal Playwright specs all green on production. Section D regression guards prevent the bugs we already fixed from coming back.

A15

PrepLion Alpha 15.0

28,000 AI-reviewed questions, Sage tutor with Anthropic Direct, feedback system, military support, and 3-tier pricing.

30,500+ AI-Reviewed Questions

Every question reviewed by Claude AI for accuracy. All 57 courses (34 CLEP + 22 DSST + 1 Accuplacer) aligned with official exam specs — correct question counts, timing, credit hours, and content weights.

College Board Aligned

All 34 CLEP exams verified against official CB specifications. Correct timing per question (39s-123s depending on exam), accurate credit hours (3-6), and Financial Mathematics unit added to College Math.

3-Question Smart Start

New users get a 3-question warm-up (easy first) instead of 10. Micro-progress after each answer. Natural expand to 5 more questions. Reduces drop-off, builds confidence.

CLEP Savings Calculator

Interactive tool at /clep-savings showing how much you save with CLEP vs traditional tuition. Choose your school type, number of exams, see instant savings breakdown.

Feedback & Improvement Loop

In-app feedback popup lets students report issues, suggest features, and rate their experience. Sage FAQ schema for instant answers to common questions.

3 Pricing Tiers + Stripe Payments

Free (7-day trial, then: practice locked, 1 diagnostic + 1 mock, view-only plan), Pass Plan ($19/mo — unlimited), Fast Track ($49 one-time, 1 exam, 90 days). Stripe checkout with webhook-based account upgrades.

A11

PrepLion Alpha 11

Foundation release: 56 courses, quality audit, difficulty calibration, mock exams, diagnostics, PWA, and full documentation.

34 CLEP + 22 DSST + Accuplacer

Choose your track at signup — CLEP (college credit), DSST (college credit), or Accuplacer (college placement). College Board-verified mock blueprints, topic weights, real timing. Accuplacer is free to start, $39 one-time for 90 days of full access.

College Board-Verified Mock Exams

5-exam progression journey matching official CLEP format — verified question counts, real timing, topic weights, multi-section support, and pretest questions.

19,330 Quality-Audited Questions

8-point automated audit: near-duplicate removal, topic diversity enforcement, Bloom's taxonomy, forbidden pattern detection, difficulty calibration matching real pass rates.

Diagnostic Test + Study Plans

15-minute diagnostic covering all units per course. Pass probability, weak/strong areas, estimated study hours, and AI-generated adaptive study plans.

PWA: Offline, Voice, Auto-Save

Works offline with cached questions. Text-to-speech on every question. Auto-saves mock exams and diagnostics. System dark mode detection.

College Board Research Applied

Phase A+B research: 200+ official samples analyzed, community reports from 16 exams. Exam-specific patterns enforced in question generation.

Get in Touch

Have a question, found a bug, or want to suggest a course? We read everything — reply within 24 hours.

[email protected]

For pricing details, see the Pricing page.

CLEP® is a trademark registered by the College Board, which is not affiliated with, and does not endorse, this product or site. DSST® is a trademark owned by Prometric, which is not affiliated with, and does not endorse, this product or site.

PrepLion is an independent educational technology platform. All practice questions and study materials are original works created by PrepLion — not reproduced from any official exam publisher. Some content is generated using large language models. CLEP curriculum references use publicly available subject descriptions and freely licensed resources (OpenStax CC BY 4.0, Khan Academy, Wikipedia CC BY-SA).

PrepLion Alpha 15.0