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Paretoify

Master the 20% of language that covers 80% of real conversation.

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Product Roadmap

Where we are, where we're going, and what we're exploring. Built in public β€” because you should know what's coming.

32 of 52 features shipped
We ship fast. Most of our roadmap is already live and in your hands.

Now

Shipped or actively being built

🎀

Karaoke Dash β€” Spanish learning that feels like Geometry Dash

Shipped

Ship-mode flight game over YouTube-embedded viral Spanish songs. Player steers a glowing ship vertically through scattered word obstacles β€” pass through lime correct words, avoid red distractors. Article+noun bundling ("la gasolina", "le gusta") teaches gender via co-occurrence per the exposure principle. Portals trigger speed boosts / inverts / slow-downs / section palette shifts. Trail visualizes the player's path through the level. Launched 2026-05-21 with 1 free song (Daddy Yankee β€” Gasolina); pipeline is parameterized for any future YouTube chunk via scripts/karaoke/build_song.py + Gemini multimodal analysis.

Core Learning
🐱

Mochi & Coco β€” your AI pets

Shipped

The blue cat (Mochi, your coach) and amber dog (Coco, your AI conversation partner) from the icon are now first-class characters. Mochi narrates your dashboard with dry observations. Coco lives at /coco/chat as an animated SVG voice partner who knows your mastered words and weak reviews β€” pinned female Latin American Spanish voice (es-US-Neural2-A) across every Coco surface.

AI Agent
πŸ“ˆ

Pareto Track β€” words-first streak

Shipped

Counts words mastered + Phase-2 SRS reviews per day, NOT consecutive days. No qualifying days, no freeze tokens β€” just cumulative effort. Dashboard surfaces today's count, lifetime total, and a 14-day mini-heatmap. Driven by a Postgres trigger that catches every callsite (web + Python agent) automatically.

Core Learning
πŸƒ

Pareto Pacers + global leaderboard

Shipped

Five named AI pacers (Carla 🌸, Maverick πŸ”₯, Coco 🦊, Zenji 🧘, Ace πŸ¦…) with distinct learning archetypes ranging from "5 words/day, 7 days/week" to "50 words/day, every day." They participate alongside real users in the /leaderboard rankings (Today / This Week / All-Time) so the leaderboard is never empty. Daily activity ticked by a Cloud Scheduler cron.

Platform
🎯

Mission Brief dashboard

Shipped

Dashboard redesigned around a single decisive "Brief β„–XXX" hero with one primary CTA. Hierarchy: pending lesson work β†’ lesson primary; daily quota hit (10+ actions) β†’ rotating marketing CTA introduces a different feature each day; default β†’ lesson primary. Sidebar Lessons pulses purple when the primary isn't a lesson so the path is always discoverable. Fraunces variable serif for hero numerals.

Platform
🎯

10-Level Pareto Course

Shipped

1,000 most frequent words across 10 levels. Two-phase learning: isolation with mnemonics, then AI roleplay scenes. Timed recall exams with two-strike elimination.

Core Learning
πŸŽ™

AI Voice Companion

Shipped

Real-time voice conversations powered by Gemini 2.0 Flash. Remembers your mistakes, interests, and learning patterns across sessions via semantic memory.

AI Agent
🎭

7 AI Feedback Personas

Shipped

Casual, Compassionate, Street, Gang, Jesus, Corporate, Coach β€” each changes how the AI teaches, reacts to mistakes, and challenges you. With adjustable roast intensity.

AI Agent
🧠

SM-2 Spaced Repetition

Shipped

Speed-tiered review scheduling. Lightning recalls (<2s) extend intervals; slow recalls compress them. Never forget what you've learned.

Core Learning
πŸ–Ό

AI Visual Mnemonics

Shipped

Every word gets an AI-generated memory aid with a custom image. Visual hooks powered by Gemini + Imagen 3 that make vocabulary stick.

AI Agent
βš”οΈ

8 Mini-Boss Checkpoints

Shipped

Four P1 bosses (Mnemonic Gallery, Karaoke with real Lyria music, Villain Showdown, Tower of Words) and four P2 bosses (Phrase Forge, Eavesdropper, Debate, Final Stand). Each boss awards 1–3 stars and PBucks.

Core Learning
🏰

4-Floor Milestone 2 Exam

Shipped

~8–10 minute AI-driven exam replacing video comprehension. Floor 1: Listen & Match (TTS sentences). Floor 2: Story Debrief (dynamic MCQ). Floor 3: Translation Gauntlet. Floor 4: Villain open-mic production challenge.

Core Learning
🎡

AI Level Anthems

Shipped

A unique anthem plays every time you complete a level. 10 global tracks, each tuned to the emotional arc of that milestone β€” from first steps to Paretian Legend.

Content
πŸ“Ί

Companion Mode

Shipped

Paste any YouTube URL β€” AI extracts the most useful phrases, scores them by frequency, and adds them to a separate SRS track.

Content
πŸ“ž

Flex Mode

Shipped

Schedule real outbound voice calls to your phone. Freeform conversation with your AI tutor β€” no screen, no prompts, pure practice.

AI Agent
πŸ’Ό

Prepare Mode

Shipped

5 high-stakes scenarios: job interviews, visa, university, customs, legal. 5 escalating sessions each with customizable context (paste your job description).

AI Agent
πŸŽ“

Exam Speaking Prep

Shipped

AI examiners for IELTS, TOEFL, DELE, DELF, Goethe-Zertifikat, CILS, and CELPE-Bras. A2 + B1 CEFR tracks. Rubric-aligned scoring for Premium β€” covers the 25% of the exam that causes 80% of the anxiety.

AI Agent
⚑

Dash Mode

Shipped

Geometry Dash-inspired rhythm vocabulary runner. Swerve through 3-lane beat-synced obstacle courses β€” hit the right word, dodge the traps. 12 tracks, 3 game modes, fal.ai-generated backing music, phrase bosses, saw-blade distractors, and Sentence Builder mode (chain 5 words to construct a full sentence at 100 BPM). Live 5-star performance HUD, audio-on-hit Neural2 cue, 6 BPM-tiered visual palettes, and minimal-pair distractors that turn failing into pedagogically meaningful exposure.

Core Learning
🌸

Seasonal Missions

Shipped

72+ culturally themed voice-guided roleplay missions tied to real-world events. Star scoring, phrase mastery, and seasonal leaderboard.

Content
πŸ†

10-Tier Battle Pass

Shipped

XP progression with daily/weekly challenges, PBucks rewards, persona skins, and badges. Free track + premium track (600 PBucks). Resets each season.

Content
πŸŽ‰

Cultural Micro-Seasons

Shipped

6 language-specific bonus XP events β€” Oktoberfest, DΓ­a de Muertos, Carnaval, Bastille Day, Ferragosto, Thanksgiving. 1.5x XP multiplier.

Content
πŸ’Ύ

Persistent AI Memory

Shipped

The AI remembers your roleplay stories, exam mistakes, learning style, and personal interests across every session. Powered by pgvector embeddings.

AI Agent
πŸ“œ

Certifications

Shipped

Survival (Level 1), Tourist (Level 3), and Navigator (Level 5) certificates. Verified, structured proof of your vocabulary progress.

Core Learning
πŸ’°

XP Performance Discounts

Shipped

Your subscription price drops automatically based on 30-day learning activity. Up to 40% off β€” Pro as low as $14.99/mo.

Platform
⚑

PBucks Economy

Shipped

In-app currency earned through learning. Unlock individual levels, buy the Battle Pass, or grab extra mnemonic images without subscribing.

Platform
πŸ”₯

Meme Reaction Engine

Shipped

150+ culture-specific meme overlays with heat-scaled reactions. Share your moments with AI-generated roast cards.

Content
πŸŽ₯

Rage Clip Capture & Share

Shipped

When the AI completely loses it on you, capture the meltdown as a short screen recording and share it with friends. Consent-gated, device-only storage until you tap Share. Clips expire 24h after sharing.

Content
🌍

6-Language Full Support

Shipped

Spanish, French, German, Italian, Portuguese, and English. Complete word lists, seasonal content, cultural tuning, and native-language translations across all six.

Platform
πŸ”¬

Placement Calibration

Shipped

60-word pulse check + AI diagnostic interview at onboarding. Skip words you already know β€” start at the right level.

Core Learning
πŸ’¬

Live Closed Captions

Shipped

Real-time transcription during all voice sessions. Toggle on/off or force-on for accessibility.

Platform
πŸ₯‡

Global Leaderboard

Shipped

Top 50 seasonal XP rankings with staggered reveal animations. Compete with learners worldwide.

Content
πŸ“

Grammar Introduction

Building

Structured grammar tracks that unlock after the 1,000-word core. Rules become meaningful when you have the vocabulary foundation.

Core LearningQ2 2026
πŸ…

Advanced Certifications

Building

New certificates at Level 7 (Conversationalist) and Level 10 (Fluency) for advanced learners who complete the full course.

Core LearningQ2 2026
πŸ’¬

Daily Dose (WhatsApp & Telegram)

Shipped

Learn words on the platform β€” WhatsApp and Telegram deliver phrase challenges with mnemonic images, voice note replies, and AI feedback. Deep-link quiz, SM-2 SRS updates, and hint system. Free for everyone.

AI Agent

Next Up

Planned for the coming quarters

⌨️

Typing Interaction Mode

Planned

Text-based learning alongside voice. Practice reading and writing in your target language β€” not just speaking and listening.

Core LearningQ3 2026
♾️

Endless Vocabulary

Planned

Custom vocabulary beyond the core 1,000 words. Add any word or phrase to your personal SRS track with AI-generated mnemonics on demand.

Core LearningQ3 2026
πŸ‚

Summer, Harvest & Winter Content

Planned

Full seasonal phrase kits and mission packs for all four seasons across all 6 languages. 4x the seasonal content.

ContentQ3 2026
πŸ§‘β€πŸ«

AI Video Tutors

Planned

Human-like talking head for lessons powered by AI video generation. A visual face to your AI companion during every session.

AI AgentQ4 2026
πŸ—£

Dialect & Regional Variants

Planned

Choose between Mexican vs Castilian Spanish, Brazilian vs European Portuguese, and more. Accent-tuned vocabulary and pronunciation.

Core LearningQ3 2026
πŸ“‘

Smart Video Recommendations

Planned

Difficulty-ranked video suggestions for Companion Mode based on your vocabulary level. The right content at the right time.

ContentQ4 2026
🌐

Full Immersion Mode

Planned

Switch the entire platform UI to your target language at higher levels. Learn by using, not just studying.

PlatformQ4 2026
πŸ“€

Vocabulary Export (Anki/CSV)

Planned

Export your word lists with mnemonics and SRS state to Anki decks or CSV. Review on the go without leaving Paretoify.

PlatformQ3 2026

Exploring

Ideas we're researching and considering

πŸ“²

Messenger Integration

Exploring

Expand the Daily Dose to Facebook Messenger. WhatsApp and Telegram are already live β€” Messenger would complete the big-three messaging platforms.

AI Agent
πŸ“₯

Vocabulary Import

Exploring

Import existing Anki decks or word lists during onboarding. Fuzzy-match against our corpus to skip words you already know β€” better than a placement test.

Platform
πŸ“ˆ

Auto-Trending Video Processing

Exploring

Automatic vocabulary extraction from trending TikTok and YouTube content. Learn the words the internet is using right now.

Content
πŸ—Ί

Additional Languages

Exploring

Expanding beyond the current 6 languages. Japanese, Korean, Mandarin, Arabic, and Hindi are the most requested.

Platform
πŸ‘₯

Social Learning

Exploring

Practice with other learners. Conversation partner matching, group roleplay sessions, and collaborative challenges.

Platform
🎀

Voice Cloning for Teachers

Exploring

AI-cloned teacher voices for personalized courses. Learn from a tutor that sounds exactly like your favorite instructor.

AI Agent
πŸ”„

Session Resume on Reconnect

Exploring

If your internet drops mid-lesson, rejoin the same room and pick up exactly where you left off β€” no lost conversation context. Falls back to a checkpoint for longer outages.

AI Agent
πŸŽ“

Study in Europe Campaign

Exploring

University in Germany is free. Italy costs €900/year. The only barrier is language. Landing pages, tuition calculators, and exam prep funnels for students choosing Europe over $200,000 US degrees.

Platform
πŸ›‚

Immigration & Visa Readiness

Exploring

Language is worth up to 160 points in Canada's Express Entry and 2 points on Germany's Opportunity Card. Dedicated tracks and exam prep for immigration applicants with real deadlines.

Content
πŸ‡³πŸ‡±

Dutch Language Support

Exploring

Unlock the Netherlands market. Dutch is mandatory for permanent residency (Inburgeringsexamen). A new language with full Pareto word list, seasonal content, and exam prep.

Platform

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