What's New
Every update, feature, and fix — all in one place.
Admin Retention Metrics
The admin dashboard now shows whether users are forming a real study habit, not just signing up once.
- Added DAU, WAU, and MAU metrics based on real uploads and AI usage
- Added returning-user and consistent-user counts so repeat usage is visible at a glance
- Added stickiness percentages to show how much monthly activity is coming back weekly and daily
- Added clear habit definitions directly in the admin dashboard so the numbers are easy to interpret
Feedback Prompt Quality Tuning
The in-app feedback reward prompt now waits for stronger product engagement so responses are more useful.
- Raised the timed feedback prompt from a quick early trigger to a longer active-usage window
- Timed prompt now waits until a user has uploaded at least one document and used AI features multiple times
- Eligibility now re-checks after more usage instead of prompting users who have barely touched the product
- One-time bonus logic remains server-enforced so the +15 generations reward cannot be claimed repeatedly
Admin Dashboard Geography View
The admin dashboard now gives a clearer view of where users are coming from and how healthy top-level metrics are.
- Added a world map panel with glowing markers for countries where customers are located
- Added a top countries list so geography data is readable at a glance
- Added operator snapshot metrics like paid conversion, documents per user, queries per user, and geo coverage
- Plan distribution now includes comp users as its own tier
- Geo panel links admins to user management when country data still needs backfilling
Technical SEO Cleanup
Cleaned up metadata, canonicals, crawl rules, and structured data across the public site.
- Unified public metadata and structured data around a single canonical domain
- Added dedicated metadata and canonical URLs for pricing, changelog, privacy, and terms pages
- Added FAQ and application schema to key marketing pages for richer search understanding
- Removed auth pages from the sitemap and marked private app routes as noindex
- Expanded robots rules to keep crawlers focused on public marketing pages
Pricing & Checkout Conversion Improvements
Clarified paid value on the pricing page and made checkout confirmation more trustworthy.
- Pricing page now explains when paid plans make sense: more study volume, more documents, and repeated exam practice
- Upgrade prompts arriving from plan limits now land on pricing with context-specific messaging instead of a generic page
- Checkout buttons now use clearer secure-checkout language and reinforce cancellation and billing expectations
- Post-PayPal return no longer assumes success immediately; the app now waits for confirmed activation before saying the account is upgraded
- Pricing and checkout analytics now capture source and feature context for cleaner funnel diagnosis
Live User Counter on Landing Page
Added a live users counter powered by total signups to build stronger social proof.
- New public stats endpoint returns total signup count from profiles
- Homepage hero now displays a live “users” badge based on signup totals
- Counter auto-refreshes on an interval and updates without a page reload
- Public endpoint includes rate limiting and edge caching for stability
Timed Feedback Prompt + Bonus Reward
Users are now prompted for feedback after active usage, with a one-time reward for sharing their experience.
- Added an automatic in-app feedback prompt after meaningful active time on the platform
- Prompt includes a one-time +15 generations incentive for submitting experience feedback
- Backend now enforces one-time reward logic tied to the timed prompt submission
- Dismissal cooldown added so the prompt does not repeatedly interrupt active studying
AI Model Compatibility Fix
Fixed note generation failures caused by a deprecated Anthropic model configuration.
- Updated default AI model configuration to active Anthropic model IDs
- Added environment-variable model overrides for safer future model migrations
- Resolved "Failed to generate study notes" errors caused by model-not-found responses
Checkout & Upgrade Flow Improvements
Reduced friction between signup, onboarding, and paid upgrades.
- Checkout intent is now preserved after auth callback, so pricing checkout resumes without forced onboarding detours
- Signup flow now fast-tracks active purchase intent in development sessions
- Pricing page CTA for signed-in users now jumps straight to plan selection
- Quiz generation now detects plan limits and sends users directly to pricing with a clear upgrade prompt
iPhone Header Safe-Area Update
Improved header spacing on iPhone so navigation no longer sits under the Dynamic Island/notch.
- Safe-area top inset added to dashboard and workspace headers on iOS
- Mobile side drawers now respect top and bottom safe areas
- Admin header and drawer updated for consistent notch-safe layout
In-App Notification Center
Stay on top of what matters. Real-time notifications delivered directly inside the platform.
- Bell icon with unread count — See at a glance if you have new notifications
- Click to view details — Opens a centered popup with the full message
- Real-time updates — New notifications appear instantly, no refresh needed
- Mark as read, delete, or clear all — Full control over your notification inbox
Security Hardening
Backend security improvements to keep your data safe and the platform running smooth.
- Enhanced authentication and session handling
- Improved rate limiting across API endpoints
Leaderboard
Compete with other students and climb the ranks.
- Public leaderboard — See top students ranked by XP
- Privacy options — Choose to show your real name or stay anonymous
- Generated display names — Fun anonymous names like "SwiftScholar_1234"
- Leaderboard link in header — Easy access from the landing page
Adaptive Learning
AI that learns how you learn.
- Learning style preference — Examples first, theory first, step-by-step, or big picture
- Challenge level setting — Challenge me, balanced, or build confidence
- Personalized AI responses — All explanations, flashcards, and quizzes adapt to your preferences
- Enhanced onboarding — Set your name and learning preferences when you sign up
Mock Exam Mode
Simulate real exam conditions with timed tests.
- Timed exams — Choose 15, 30, 45, 60, or 90 minute time limits
- Countdown timer with auto-submit when time runs out
- Question navigator — Jump between questions freely
- Deferred answers — No peeking until you submit
- Results breakdown — See your score and review all answers
- PDF download — Save your results for later review
- XP rewards — Earn points for completing mock exams
Cheat Sheet Tab
Auto-generated quick reference guides from your documents.
- One-click generation — AI creates a structured cheat sheet instantly
- Organized sections — Key concepts, formulas, definitions, and tips
- Print-friendly format — Perfect for last-minute review
- Theme-aware styling — Adapts to your workspace theme
Workspace Themes
Personalize your study space with custom colors and smart contrast.
- Custom workspace themes — Pick any color for your study background
- WCAG-compliant text — Auto-calculated contrast ensures readability
- Theme presets — Default, Forest, Warm, and Midnight built-in themes
- Study-friendly warnings — Alerts for colors that may cause eye strain
- Notion-style design — Themed backgrounds with solid UI elements
Blog
A new blog section with articles on AI, education, and building in the Pacific.
- Blog page at /blog with category filtering
- SEO-optimized articles with Schema.org structured data
- Animated video headers for featured posts
- Share buttons for Twitter, LinkedIn, Facebook
Quiz & Match Game Improvements
Smarter answer matching and better study flow guidance.
- Typo tolerance for quiz answers — Fuzzy matching accepts close-enough spelling
- Flexible answer matching for typed responses
- Dynamic font sizing for match game tiles — Long text no longer gets cut off
- Study path guidance — Recommended flow: Flashcards → Learn → Match → Timed
- Mode descriptions under each study tab
- Daily review widget on dashboard
- Fix: No more "0" showing when no flashcards due
- Fix: Deleting a document now properly removes its flashcards and quizzes
Install as App + Demo Video
Cramzie is now a Progressive Web App. Install it on your phone.
- PWA support — Install Cramzie on your phone's home screen
- Offline study support — Review flashcards without internet
- Watch Demo video on landing page
- Branded 404 page
- XP earned notifications after study sessions
- Subscription success confirmation page
YouTube Reliability
More YouTube videos now work with improved transcript extraction.
- Improved YouTube transcript extraction — Fallback methods for videos without standard captions
- Better error messages when transcripts aren't available
Quiz & Dashboard Fixes
Fixed fill-in-the-blank quizzes and the weekly progress tracker.
- Fill-in-the-blank quizzes — Now shows a word bank to pick from instead of a blank screen
- Weekly progress dashboard — "This Week" stats now display your study activity correctly
- Mobile navigation — Cleaner header layout on small screens
New Look & Feel
A fresh visual identity and completely redesigned dashboard experience.
- Cat mascot theme toggle — Click the cat to switch between light and dark mode
- Redesigned dashboard — Compact gamification stats, documents-first layout
- New logo — Fresh branding across the entire platform
Document Workspace Overhaul
Everything you need to study a document, all in one place.
- Tabbed workspace — Notes, Chat, Flashcards, and Quizzes all in one view
- AI-generated study notes — Get automatic summaries and key points from your documents
- Full-screen workspace — More room to focus on studying
Gamification System
Study more, earn more. A full progression system to keep you motivated.
- XP & Leveling — Earn XP for studying, level up as you progress
- Achievements — Unlock badges for milestones
- Daily challenges — New goals every day to keep you motivated
- Streak tracking — Build consistency with daily study streaks
Study Experience Improvements
Small upgrades that make a big difference in daily studying.
- Chat mode help tooltips — Understand what each study mode does
- Stacked prompt suggestions — Better conversation starters with your documents
- Quiz answer review — See what you got right and wrong after each quiz
- Toast notifications — Instant feedback on your actions
Onboarding & Personalization
A tailored experience from the very first sign-up.
- Role-based personalization — Tell us if you're a student, professional, or lifelong learner and we'll customize your experience
Landing Page
A brand new public face for Cramzie.
- Animated hero section — Interactive demos showing the product in action
- FAQ section — Answers to common questions
Launch Day
Cramzie is officially live. Rebranded from Cramly with a full feature set.
- Cramzie is live — Rebranded from Cramly to Cramzie
- Folder organization — Organize documents by subject or topic
- Light & Dark mode — Study comfortably day or night
- PayPal subscriptions — Student ($9/mo), Pro ($19/mo), Annual ($99/yr) plans available
- Core features shipped — PDF upload, image scanning, YouTube transcripts, AI flashcards, quizzes, summaries, and chat
Beta Testing & Polish
Final round of testing and refinements before public launch.
- Performance optimizations for large documents
- Mobile responsive improvements across all pages
- Rate limiting and usage tracking for fair access
- Error handling and retry logic for AI generation
AI Engine & Core Platform
The foundation — document processing pipeline and AI-powered study tools.
- Document processing — PDF text extraction, image OCR via AI vision
- AI flashcard generation — Automatic front/back card creation from any content
- AI quiz generation — Multiple choice and short answer questions
- Spaced repetition — Smart review scheduling based on difficulty
- YouTube transcript support — Paste a link, get study materials from the video
Project Kickoff
Cramly (now Cramzie) begins development. The idea: turn any notes into study tools instantly.
- Initial architecture and tech stack decisions
- Supabase database schema and authentication
- First working prototype of document upload and AI processing