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Preparation Street ARX AskDSA Versus Voice PrinceSinghAI

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AI systemRoadmapAI triples roadmap completion velocity

1/8

1710+1710+ day streakPrince has solved at least one problem every day on LeetCode5000+5000+ problems solvedAcross 10+ platforms: LeetCode, GFG, CodeStudio, InterviewBitHire

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AI Systems

AI systems designed and shipped in production at ProPeers, with their measured impact and full architecture.

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6AI systems

50impact points

92technologies

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AI systemMulti LLM AIModelsAI systemSuccessfully tested with 1000+ active users across all three phases, gathering 800+ detailed user feedback leading to 3 major iterations and achieving 99% user satisfaction rate.1000+ active users across all three phases38 technologiesRead the case AI systemRoadmapAIMulti LLM & RAG OrchestratorAchieved 3x surge in roadmap completion velocity through adaptive personalization, difficulty-proficiency alignment, and progress-aware content customization3x surge in roadmap completion velocity13 technologiesRead the case AI systemCodeLLM Multi-Model CodeJudgeAI systemAchieved ~99% code evaluation accuracy through AI-powered logical validation without relying on traditional compilers~99% code evaluation accuracy15 technologiesRead the case AI systemAskAIAI Peer Programming Assistant3x higher user engagement through personalized, context-aware interactions3x higher user engagement through personalized15 technologiesRead the case AI systemGlobal AISearchIntent-Based Intelligent Discovery EngineSingle search bar replacing 5 separate discovery flows for Roadmaps, DPs, Mentors, Webinars, and Bootcamps100+ roadmaps12 technologiesRead the case AI systemAI-Powered CodeEditorCode with AI Agent40% boost in engagement and retention40% boost in engagement and retention5 technologiesRead the case

Next product lineEngineering Systems

AI Systems updates10 stories

PinnedAI systemRoadmapAI triples roadmap completion velocity

Multi-LLM plus RAG orchestration personalizes every roadmap to difficulty, proficiency and progress for 600K+ learners.

AI systemCodeLLM judges code at ~99% accuracy without a compiler
AI systemAskAI peer programmer drives 3x higher engagement
ProductOne search bar replaces five discovery flows

DSA Highlights 1710+ days

5000+ problems solved across 10+ platforms

LeetCodeKnight · Top 5% worldwide1879+
CodeStudioSpecialist · Global Rank 1301854+
InterviewBitMaster · Global Rank 131854+
GeeksforGeeksInstitute · Global Rank 98Rank 1

Ask the architectHow does it route a query?Intent, retrieval, routing, streamingOpen KurukshetrAI