Ijraset Journal For Research in Applied Science and Engineering Technology
Authors: Ankush Chaudhary , Tejas Dalvi, Atharv Jadhav, Mrs. Himani Purohit
DOI Link: https://doi.org/10.22214/ijraset.2025.75426
Certificate: View Certificate
The contemporary educational landscape is marked by a significant digital divide and resource fragmentation, cre-ating substantial barriers for students, particularly those from rural and socioeconomically disadvantaged backgrounds. This paper presents the architectural design and conceptual frame-work of a comprehensive, ”all-in-one” AI-powered educational platform that has been built to democratize access to quality learning and career guidance. The introduction outlines the pervasive challenges of educational disparity and the lack of integrated support systems, establishing the need for a holistic solution. The materials and methods section details the platform’s unique architecture, which emphasizes innovation through the strategic integration of existing technologies. It was built on a scalable microservices pattern, leveraging best-in-class pretrained AI models via APIs, primarily the high-speed Groq API with models like Llama and Gemma, and SerpAPI for real-time data retrieval. [1] Crucially, it incorporates Retrieval-Augmented Generation (RAG) with a Pinecone vector database to ensure factual accuracy and mitigate AI hallucinations. Data privacy and security are paramount, addressed through a defense-in-depth strategy using MongoDB Atlas, featuring multi-layered encryption (in-transit, at-rest, and in-use), and granular access controls. The results and discussion section presents an analysis of the platform’s impact, arguing that the synergy between its features—from an AI Study Copilot to a Career Path Finder—creates a learning ecosystem far more effective than the sum of its parts. The platform’s RAG implementation demon-strated a 95% factual accuracy score in human evaluations, a significant improvement over non-RAG models. The conclusion reaffirms the project’s objective to bridge educational gaps, reviewing the key findings of the architectural design and its implications for creating a more equitable, engaging, and secure educational future. It provides actionable recommendations for continued development, emphasizing user-centric design, ethical AI governance, and strategic partnerships.
Students from rural and socioeconomically disadvantaged backgrounds face significant educational challenges, including limited resources, inadequate access to quality learning content, a lack of structured career guidance, and the digital divide. Existing EdTech solutions—such as AI-powered personalized learning tools, career guidance platforms, and holistic student support frameworks—offer valuable support but often operate in isolation, creating fragmented experiences that fail to address the full spectrum of students’ academic and career needs.
To address these gaps, the study proposes an AI-powered, integrated educational platform that combines learning assistance, note generation, dynamic study planning, and career guidance within a single, cohesive system. The platform applies principles from Integrated Learning Systems (ILS) and holistic education, emphasizing cognitive, social, and emotional growth while ensuring operational efficiency, scalability, and accessibility for resource-limited contexts. By unifying pedagogical theory with practical technological implementation, the platform aims to provide comprehensive, actionable, and equitable support for students throughout their academic and professional journey.
The objective of this project was to design and build a comprehensive, integrated, and secure AI-powered educational platform to address the critical gaps of resource fragmentation, educational disparity, and lack of holistic guidance prevalent in the current landscape.
[1] ”Groq API — Documentation,” Postman API Network. [Online]. Available: https://www.postman.com/ai-engineer/generative-ai-apis/documentation/0rzgqa6/groq-api?entity=request-7643177-24b350dd-3ffd-4a0f-b578-7722364a2736 [2] ”Groq API — Documentation,” Postman API Network. [Online]. Available: https://www.postman.com/ai-engineer/generative-ai-apis/documentation/0rzgqa6/groq-api?entity=request-7643177-bfa94b1c-9a6c-43d0-86cd-a2dce0b2c121 [3] ”SerpApi (Google Search) node documentation,” n8n Docs. [On-line]. Available: https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.toolserpapi/ [4] This reference in the source document was a placeholder and did not contain a specific citation. [5] ”Integrating Existing Systems with New Technologies,” Easycomtec. [Online]. Available: https://www.easycomtec.com/ integrating-existing-systems-with-new-technologies [6] ”What is software integration? Here’s what you should know,” Workato. [Online]. Available: https://www.workato.com/the-connector/software-integration/ [7] ”9 Benefits of Systems Integration,” NetSuite. [Online]. Available: https://www.netsuite.com/portal/resource/articles/erp/benefits-system-integration.shtml [8] ”Innovation in Business: Definition, Types and Examples,” IMD. [Online]. Available: https://www.imd.org/blog/innovation/ importance-of-innovation-in-business/ [9] ”Integrated Learning: What It Is & How It Benefits Students,” Varthana. [Online]. Available: https://varthana.com/school/ what-is-integrated-learning-and-how-it-benefits-students/ [10] ”Integrated Learning Systems,” EBSCO Research Starters. [Online]. Available: https://www.ebsco.com/research-starters/education/ integrated-learning-systems [11] ”Full article: Evaluating Holistic Education and Digital Learning model for advancing SDG4,” Taylor & Francis Online. [Online]. Available: https://www.tandfonline.com/doi/full/10.1080/23311886.2023.2299134 [12] ”How A Holistic Approach In Education Benefits Students,” The International School of Kuala Lumpur (ISKL). [Online]. Available: https://www.iskl.edu.my/ how-a-holistic-approach-in-education-benefits-students [13] ”Can Holistic Education Solve the World’s Problems: A Systematic Literature Review,” MDPI. [Online]. Available: https://www.mdpi.com/ 2071-1050/14/15/9737 [14] ”Benefits of Integrating Technology in the Classroom,” Southeast Missouri State University. [Online]. Available: https://semo.edu/blog/ blog-posts/integrating-technology-in-the-classroom.html [15] ”The Effect of EdTech Integration, Inclusive Education Policies, and Continuous Professional Development on Learning Outcomes,” ResearchGate. [Online]. Available: https://www.researchgate.net/publication/382821949 The Effectof EdTech Integration Inclusive Education Policies and Continuous Professional Development on Learning Outcomes [16] ”Groq API: The Fastest LLM API for Real-Time AI Applica-tions,” DhiWise. [Online]. Available: https://www.dhiwise.com/post/ groq-api-fastest-llm [17] ”SerpApi: Google Search API,” SerpApi. [Online]. Available: https:// serpapi.com/ [18] ”News Monitoring Service API,” SerpApi. [Online]. Available: https://serpapi.com/use-cases/news-monitoring [19] ”Best Summarization APIs,” Eden AI. [Online]. Available: https://www. edenai.co/post/best-summarization-apis [20] ”MongoDB Atlas Security,” MongoDB. [Online]. Available: https://www.mongodb.com/resources/products/capabilities/mongodb-atlas-security [21] ”MongoDB Atlas Trust Center,” MongoDB. [Online]. Available: https://www.mongodb.com/products/platform/trust [22] ”The 7 Best Vector Databases in 2025,” DataCamp. [Online]. Available: https://www.datacamp.com/blog/the-top-5-vector-databases [23] ”Top 5 Vector Databases in 2025,” Humanloop. [Online]. Available: https://humanloop.com/blog/top-vector-databases [24] ”Semantic Search,” Pinecone. [Online]. Available: https://www. pinecone.io/solutions/semantic/ [25] ”Building and Implementing Pinecone Vector Databases,” Analytics Vid-hya. [Online]. Available: https://www.analyticsvidhya.com/blog/2024/ 06/pinecone-vector-databases/ [26] ”Pinecone Docs: Pinecone Database,” Pinecone. [Online]. Available: https://docs.pinecone.io/ [27] G. Garg, ”A Beginner’s Guide to Building with Vector Database Pinecone,” Medium. [Online]. Available: https://medium.com/@gargg/a-beginners-guide-to-building-with-vector-database-pinecone-aee2cac5644f [28] ”Pinecone #1 - Getting Started,” YouTube. [Online]. Available: https://www.youtube.com/watch?v=AGKY Q3GjRc&pp= 0gcJCfwAo7VqN5tD [29] ”API gateways - Azure Architecture Center,” Microsoft Learn. [On-line]. Available: https://learn.microsoft.com/en-us/azure/architecture/ microservices/design/gateway [30] ”3 reasons you need an API gateway for microservices apps,” Solo.io. [Online]. Available: https://www.solo.io/topics/api-gateway/ api-gateway-microservices [31] ”API Gateway Patterns for Microservices,” Oso. [Online]. Available: https://www.osohq.com/learn/api-gateway-patterns-for-microservices [32] ”Pattern: API Gateway / Backends for Frontends,” Microservices.io. [Online]. Available: https://microservices.io/patterns/apigateway.html [33] ”semantic-search.ipynb - pinecone-io/examples,” GitHub. [Online]. Available: https://github.com/pinecone-io/examples/blob/master/docs/ semantic-search.ipynb [34] ”The official Python Library for the Groq API,” GitHub. [Online]. Available: https://github.com/groq/groq-python [35] ”Retrieval Augmented Generation with Groq API,” Groq Blog. [Online]. Available: https://groq.com/blog/ retrieval-augmented-generation-with-groq-api [36] ”serpapi-python — serpapi-python 0.0.1 documentation,” Read the Docs. [Online]. Available: https://serpapi-python.readthedocs.io/ [37] ”Google Trends Real Time Search Trends in Python,” SerpApi. [Online]. Available: https://serpapi.com/blog/google-trends-real-time-searches/ [38] ”MongoDB Atlas: Security Controls,” Mentorloop. [Online]. Available: https://mentorloop.com/wp-content/uploads/2018/02/Atlas Security Controls.pdf [39] ”MongoDB Data Encryption,” MongoDB. [Online]. Available: https:// www.mongodb.com/products/capabilities/security/encryption [40] ”Encrypt and Protect Data in MongoDB,” GeeksforGeeks. [Online]. Available: https://www.geeksforgeeks.org/mongodb/ encrypt-and-protect-data-in-mongodb/ [41] ”Guidance for Atlas Data Encryption,” MongoDB Docs. [Online]. Available: https://www.mongodb.com/docs/atlas/architecture/current/ data-encryption/ [42] ”How to Encrypt MongoDB Data?,” GeeksforGeeks. [Online]. Available: https://www.geeksforgeeks.org/mongodb/ how-to-encrypt-mongodb-data/ [43] ”Encryption at Rest,” MongoDB Manual. [Online]. Available: https:// www.mongodb.com/docs/manual/core/security-encryption-at-rest/ [44] ”Setting up users/authentication with mongoDb atlas database,” Red-dit. [Online]. Available: https://www.reddit.com/r/mongodb/comments/ 10rtj29/setting up usersauthentication with mongodb atlas/ [45] ”Configure Security Features for Clusters,” MongoDB Atlas Docs. [Online]. Available: https://www.mongodb.com/docs/atlas/ setup-cluster-security/ [46] ”Security,” MongoDB Manual. [Online]. Available: https://www. mongodb.com/docs/manual/security/ [47] ”How to Integrate Technology in the Classroom,” Drexel University. [Online]. Available: https://drexel.edu/soe/resources/student-teaching/ advice/how-to-use-technology-in-the-classroom/ [48] ”Security Architecture Diagrams: A Quick Overview & Ex-ample,” GoGetSecure. [Online]. Available: https://gogetsecure.com/ security-architecture-diagram/ [49] ”Data flow diagrams,” cloud.gov. [Online]. Available: https://cloud.gov/ docs/compliance/diagrams/ [50] ”What Is a Data Flow Diagram?,” Palo Alto Networks. [Online]. Avail-able: https://www.paloaltonetworks.com/cyberpedia/data-flow-diagram [51] ”Mapping Your Way to Better Security,” YHB CPAs & Consul-tants. [Online]. Available: https://yhbcpa.com/wp-content/uploads/2019/ 06/Data-Flow-Diagrams-by-YHB.pdf [52] ”Data Flow Diagram,” UC Irvine Information Security. [On-line]. Available: https://www.security.uci.edu/program/risk-assessment/ data-flow-diagram/ [53] ”Cloud Security Architecture Diagram: Essential Design Tips,” Signiance Technologies. [Online]. Available: https://signiance.com/ cloud-security-architecture-diagram/ [54] ”Data architecture diagrams: Practical 2025 guide with examples,”Instaclustr.[Online]. Available: https://www.instaclustr.com/education/data-architecture/data-architecture-diagrams-practical-2025-guide-with-examples/ [55] ”Security architecture design,” Microsoft Learn. [Online]. Available: https://learn.microsoft.com/en-us/azure/architecture/guide/security/ security-start-here [56] ”Affective Learning in Digital Education—Case Studies of Social Net-working Systems, Games for Learning, and Digital Fabrication,” Fron-tiers. [Online]. Available: https://www.frontiersin.org/journals/education/ articles/10.3389/feduc.2019.00128/full [57] ”A Second-Classroom Personalized Learning Path Recommendation...,” MDPI. [Online]. Available: https://www.mdpi.com/2076-3417/15/14/ 7655 [58] ”LLM-Rec: Personalized Recommendation via Prompting Large Language Models,” ACL Anthology. [Online]. Available: https:// aclanthology.org/2024.findings-naacl.39.pdf [59] ”Using AI in Career Guidance for Students,” Eurasian Science. [Online]. [60] Available: https://eurasia-science.org/index.php/pub/article/view/310 [61] ”(PDF) The Future of AI-Powered Career Coaching: A Web...,” ResearchGate. [Online]. Available: https://www.researchgate.net/ publication/389859628 The Future of AI-Powered Career Coaching A Web Application for Personalized Career Guidance and Skill Development in the Digital Job Market 2 Research Area Specific Area Artificial Intelligence AI in [62] ”IMPLEMENTING A HOLISTIC STUDENT SUPPORTS APPROACH: FOUR CASE STUDIES,” ERIC. [Online]. Available: https://files.eric.ed.gov/fulltext/ED591949.pdf [63] ”Holistic Student Supports forPostsecondarySuccess,”Research forAction. [Online].Available:https://www.researchforaction.org/news-events/postsecondary/ holistic-student-supports-for-postsecondary-success/
Copyright © 2025 Ankush Chaudhary , Tejas Dalvi, Atharv Jadhav, Mrs. Himani Purohit . This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
Paper Id : IJRASET75426
Publish Date : 2025-11-13
ISSN : 2321-9653
Publisher Name : IJRASET
DOI Link : Click Here
Submit Paper Online
