LLM Project Topics

Tools & Frameworks

Industry-standard LLM tools used across all our project implementations.

Python LangChain HuggingFace OpenAI API LlamaIndex FAISS Pinecone ChromaDB PyTorch TensorFlow Gradio Streamlit vLLM Ollama FastAPI Docker

Projects Based on Linux

LLM & GenAI Project Topics 2026

80+ curated IEEE 2026 LLM project ideas across 12 domains — filter by domain to find your best match.

#	Domain	Project Topic	Tools / Frameworks Used	Level
01	RAG	Retrieval-Augmented Generation Chatbot on Private PDF Documents	Python · LangChain · FAISS · OpenAI GPT-4o · Streamlit	BE / MTech
02	RAG	Multi-Document QA System Using LlamaIndex and ChromaDB	Python · LlamaIndex · ChromaDB · HuggingFace Embeddings · Gradio	MTech
03	RAG	Graph-RAG: Knowledge Graph Enhanced Retrieval for Scientific Literature	Python · Neo4j · LangChain · OpenAI · Pinecone	MTech / PhD
04	RAG	Adaptive RAG with Query Routing and Contextual Compression	Python · LangChain · Cohere · FAISS · FastAPI	MTech
05	RAG	Multilingual RAG System for Regional Language Documents (Hindi, Tamil, Kannada)	Python · LlamaIndex · IndicBERT · ChromaDB · Streamlit	BE / MTech
06	RAG	Video RAG: Retrieval Over Transcribed Video Lecture Content	Python · Whisper · LangChain · Pinecone · Gradio	MTech
07	RAG	Real-Time News Q&A System with Web-Augmented RAG Pipeline	Python · LangChain · Tavily Search · FAISS · Streamlit	BE
08	Fine-Tune	Domain-Specific LLM Fine-Tuning Using LoRA on Medical QA Datasets	Python · HuggingFace PEFT · LoRA · LLaMA-3 · Weights & Biases	MTech / PhD
09	Fine-Tune	Instruction Fine-Tuning of Mistral-7B for Customer Support Automation	Python · HuggingFace Transformers · QLoRA · PEFT · Gradio	MTech
10	Fine-Tune	RLHF Implementation for Aligning LLM Responses to Human Preferences	Python · TRL · PPO · HuggingFace · PyTorch	PhD
11	Fine-Tune	Fine-Tuning Gemma-2B for Sentiment Analysis on Social Media Text	Python · HuggingFace · LoRA · PEFT · Streamlit	BE / MTech
12	Fine-Tune	Continual Fine-Tuning Without Catastrophic Forgetting Using EWC and LoRA	Python · PyTorch · HuggingFace · EWC · Weights & Biases	PhD
13	Fine-Tune	Persona-Based Chatbot via Fine-Tuning GPT-2 on Custom Conversation Data	Python · HuggingFace · GPT-2 · Gradio · FastAPI	BE
14	Agents	Autonomous Research Agent Using LangGraph and Tool-Calling LLMs	Python · LangGraph · LangChain · OpenAI · Tavily · Streamlit	MTech
15	Agents	Multi-Agent Collaborative System for Software Bug Triage and Resolution	Python · AutoGen · LangChain · GPT-4o · GitHub API	MTech / PhD
16	Agents	ReAct Agent for Automated Data Analysis and Report Generation	Python · LangChain · OpenAI · Pandas · Streamlit	BE / MTech
17	Agents	LLM-Powered Browser Automation Agent for Web Information Extraction	Python · LangChain · Playwright · GPT-4o · FastAPI	MTech
18	Agents	Self-Healing API Agent with Automatic Error Recovery Using Tool Use	Python · Anthropic Claude API · LangGraph · FastAPI · Docker	MTech / PhD
19	Agents	Memory-Augmented Personal Assistant Agent with Long-Term Context	Python · LangChain · Mem0 · Pinecone · Gradio	MTech
20	NLP	Zero-Shot Text Classification Using LLMs for Multi-Label News Categorisation	Python · HuggingFace · BART · OpenAI · Streamlit	BE / MTech
21	NLP	Named Entity Recognition with Instruction-Tuned LLMs on Clinical Text	Python · HuggingFace · spaCy · GPT-4o · FastAPI	MTech
22	NLP	Abstractive Summarisation of Long Research Papers Using PEGASUS & GPT	Python · HuggingFace · PEGASUS · OpenAI · Streamlit	BE / MTech
23	NLP	LLM-Based Hate Speech Detection with Explanation Generation	Python · HuggingFace · GPT-4o · SHAP · Gradio	MTech
24	NLP	Dialogue State Tracking for Task-Oriented Conversations Using LLMs	Python · HuggingFace · T5 · LangChain · FastAPI	MTech / PhD
25	NLP	Cross-Lingual Sentiment Analysis with mBERT and GPT-4 Prompting	Python · HuggingFace · mBERT · OpenAI · Streamlit	BE / MTech
26	NLP	Fake News Detection Using Chain-of-Thought Reasoning with LLMs	Python · OpenAI · LangChain · HuggingFace · Gradio	MTech
27	Code Gen	AI Code Review System Using LLMs for Bug Detection and Refactoring	Python · OpenAI Codex · LangChain · GitHub API · Streamlit	BE / MTech
28	Code Gen	Natural Language to SQL Query Generation with Self-Correction Agent	Python · LangChain · GPT-4o · SQLAlchemy · Gradio	MTech
29	Code Gen	LLM-Based Unit Test Generation for Python and Java Codebases	Python · OpenAI · LangChain · PyTest · FastAPI	MTech
30	Code Gen	Automated API Documentation Generator from Source Code Using LLMs	Python · OpenAI · HuggingFace · Tree-sitter · Streamlit	BE
31	Code Gen	Pair Programmer Chatbot with Contextual Code Completion & Debugging	Python · OpenAI · LangChain · FAISS · Gradio	BE / MTech
32	Code Gen	LLM-Assisted Data Pipeline Generation from Natural Language Specifications	Python · GPT-4o · LangChain · Pandas · FastAPI	MTech / PhD
33	Healthcare	Clinical Note Summarisation and ICD-10 Code Suggestion Using BioMedLM	Python · HuggingFace · BioMedLM · LangChain · Streamlit	MTech / PhD
34	Healthcare	AI Drug Interaction Checker Using RAG on Pharmacological Knowledge Base	Python · LlamaIndex · OpenAI · ChromaDB · FastAPI	MTech
35	Healthcare	Patient Discharge Summary Generation from EHR Data Using LLMs	Python · OpenAI · LangChain · MIMIC-III · Streamlit	MTech / PhD
36	Healthcare	Mental Health Chatbot with Empathetic Response Generation and Crisis Detection	Python · HuggingFace · Mistral-7B · LangChain · Gradio	BE / MTech
37	Healthcare	Radiology Report Generation from Chest X-Ray Using Vision-Language Model	Python · HuggingFace · LLaVA · PyTorch · Gradio	MTech / PhD
38	Healthcare	LLM-Assisted Symptom Checker and Triage System for Telehealth	Python · OpenAI · LangChain · FAISS · Streamlit	BE / MTech
39	Legal AI	Contract Clause Extraction and Risk Scoring Using LLM Pipelines	Python · OpenAI · LangChain · FAISS · Streamlit	MTech
40	Legal AI	Indian Judgement Summarisation Using Fine-Tuned Legal-BERT and GPT-4	Python · HuggingFace · Legal-BERT · OpenAI · Gradio	MTech / PhD
41	Legal AI	Legal QA System over Statutes Using RAG and Citation Grounding	Python · LlamaIndex · Pinecone · OpenAI · FastAPI	MTech
42	Legal AI	Automated Compliance Checker for GDPR Using LLM Reasoning	Python · LangChain · GPT-4o · ChromaDB · Streamlit	MTech / PhD
43	Legal AI	Due Diligence Report Automation Using Multi-Agent LLM Framework	Python · AutoGen · OpenAI · LangChain · Pinecone	PhD
44	Multimodal	Visual Question Answering on Medical Images Using GPT-4V and LLaVA	Python · OpenAI GPT-4V · LLaVA · HuggingFace · Gradio	MTech / PhD
45	Multimodal	Document Understanding System (PDFs + Tables + Figures) Using Multimodal LLMs	Python · Claude 3 · LlamaIndex · ChromaDB · FastAPI	MTech
46	Multimodal	Audio-Visual Lecture Assistant — Transcribe, Summarise and Q&A from Videos	Python · Whisper · LangChain · OpenAI · Streamlit	BE / MTech
47	Multimodal	E-Commerce Product Description Generation from Images Using Vision LLMs	Python · GPT-4V · LangChain · FastAPI · Streamlit	BE
48	Multimodal	Sign Language to Text Translation Using Vision-Language Models	Python · HuggingFace · LLaVA · PyTorch · Gradio	MTech / PhD
49	Security	Jailbreak and Adversarial Prompt Attack Detection in LLMs	Python · OpenAI · HuggingFace · LangChain · FastAPI	MTech / PhD
50	Security	LLM-Based Vulnerability Report Analysis and Patch Suggestion System	Python · OpenAI · LangChain · FAISS · Streamlit	MTech
51	Security	Phishing Email Detection and Explanation Using Few-Shot LLM Prompting	Python · OpenAI · HuggingFace · LangChain · Gradio	BE / MTech
52	Security	Privacy-Preserving LLM Inference Using Federated Learning and Differential Privacy	Python · Flower · HuggingFace · PyTorch · Opacus	PhD
53	Security	LLM Hallucination Detection and Factual Grounding System	Python · LangChain · OpenAI · SelfCheckGPT · Streamlit	MTech / PhD
54	Education	Adaptive Learning Tutor Using LLMs with Personalised Difficulty Adjustment	Python · OpenAI · LangChain · Streamlit · SQLite	BE / MTech
55	Education	Automated MCQ and Short-Answer Generation from Lecture Notes	Python · HuggingFace · GPT-4o · LangChain · Gradio	BE
56	Education	AI Teaching Assistant for Programming Labs with Code Explanation and Hints	Python · OpenAI Codex · LangChain · Gradio · FastAPI	BE / MTech
57	Education	Automated Essay Scoring and Feedback System Using LLM Rubric Evaluation	Python · OpenAI · LangChain · Streamlit · MongoDB	MTech
58	Education	Socratic Dialogue Bot for STEM Concept Teaching with Knowledge Tracing	Python · GPT-4o · LangChain · SQLite · Gradio	MTech / PhD
59	Finance	Financial Earnings Call Summarisation and Sentiment Analysis Using LLMs	Python · HuggingFace · FinBERT · OpenAI · Streamlit	BE / MTech
60	Finance	LLM-Powered Stock Market Commentary Generator from Real-Time News	Python · OpenAI · LangChain · Tavily · Streamlit	MTech
61	Finance	Fraud Transaction Explanation System Using Chain-of-Thought LLM Reasoning	Python · GPT-4o · LangChain · Pandas · FastAPI	MTech / PhD
62	Finance	RAG-Based Financial Advisor Chatbot on Annual Reports and Balance Sheets	Python · LlamaIndex · Pinecone · OpenAI · Streamlit	MTech
63	Finance	Automated ESG Report Analysis and Scoring Using LLM Pipelines	Python · LangChain · GPT-4o · ChromaDB · Gradio	MTech / PhD
64	Vision-LLM	Zero-Shot Object Detection and Captioning Using Grounding DINO + LLM	Python · Grounding DINO · LangChain · OpenAI · Gradio	MTech
65	Vision-LLM	Scene Understanding for Autonomous Driving Using Vision-Language Models	Python · LLaVA · HuggingFace · PyTorch · Streamlit	MTech / PhD
66	Vision-LLM	Satellite Image Analysis and Natural Language Reporting Using GeoLLM	Python · HuggingFace · GPT-4V · GDAL · Gradio	MTech / PhD
67	Vision-LLM	Visual Instruction Following Robot Using LLM-Based Action Planning	Python · GPT-4V · ROS · LangChain · PyTorch	PhD
68	Vision-LLM	Automated UI Testing via Screenshot Understanding with Vision LLMs	Python · GPT-4V · Playwright · LangChain · FastAPI	MTech
69	RAG	Hybrid Sparse-Dense Retrieval RAG with BM25 and Bi-Encoder Fusion	Python · LangChain · Elasticsearch · HuggingFace · Pinecone	MTech / PhD
70	Agents	Automated Scientific Hypothesis Generation Agent Using PaperQA and LLMs	Python · PaperQA · LangChain · OpenAI · Streamlit	PhD
71	NLP	LLM-Based Relation Extraction for Biomedical Knowledge Graph Construction	Python · HuggingFace · OpenAI · Neo4j · LangChain	MTech / PhD
72	Fine-Tune	Low-Resource Language Model Adaptation via Few-Shot and Meta-Learning	Python · HuggingFace · MAML · PyTorch · Weights & Biases	PhD
73	Security	LLM Red-Teaming Framework for Automated Safety Evaluation	Python · OpenAI · HuggingFace · LangChain · FastAPI	MTech / PhD
74	Healthcare	Genomic Variant Interpretation Chatbot Using PubMed RAG and BioGPT	Python · BioGPT · LlamaIndex · FAISS · Gradio	PhD
75	Multimodal	Text-to-Image Pipeline with LLM Prompt Enhancement for Creative Design	Python · OpenAI · Stable Diffusion · LangChain · Gradio	BE / MTech
76	Code Gen	LLM-Assisted Microservices Architecture Design from Requirements Documents	Python · GPT-4o · LangChain · Mermaid.js · FastAPI	MTech / PhD
77	Education	Intelligent Curriculum Planner Using LLM Reasoning Over Learning Objectives	Python · OpenAI · LangChain · Streamlit · SQLite	MTech
78	Finance	LLM-Based Tax Compliance Q&A System for Indian IT Act Using RAG	Python · LlamaIndex · OpenAI · Pinecone · Streamlit	BE / MTech
79	Legal AI	Case Outcome Prediction with Reasoning Explanation Using LLM Chains	Python · OpenAI · LangChain · FAISS · Gradio	MTech / PhD
80	Vision-LLM	Industrial Defect Report Generator from Inspection Images Using GPT-4V	Python · GPT-4V · LangChain · FastAPI · Streamlit	MTech

* Topics listed above are indicative. Contact us for the full 2026 updated list, IEEE base papers and custom topic selection support for your university guidelines.

LLM Project Ideas

LLM & GenAI Final Year Projects
FAQs

Common questions from BE, MTech and PhD students about our LLM project services in Bangalore.

What LLM project topics are available for BE and MTech students in 2026?

We offer 80+ IEEE 2026 LLM project topics across 12 domains — RAG Systems, LLM Fine-Tuning, AI Agents, NLP, Code Generation, Healthcare AI, Legal AI, Multimodal AI, Security, Education, Finance and Vision-Language Models. All topics come with Python implementation, IEEE base paper alignment, report, PPT and viva support. Contact us for the latest topic list tailored to your university guidelines.

What tools and frameworks are used in your LLM projects?

Our LLM projects use Python, LangChain, LlamaIndex, HuggingFace Transformers, OpenAI API, FAISS, Pinecone, ChromaDB, PyTorch, TensorFlow, Gradio, Streamlit, FastAPI, vLLM, Ollama and Docker — selected based on domain requirements. RAG projects typically use LangChain + FAISS/Pinecone; Fine-Tuning projects use HuggingFace PEFT and LoRA; Agent projects use LangGraph or AutoGen.

Can MTech students get PhD-level LLM research projects with IEEE publications?

Yes. We offer MTech and PhD-level LLM research projects including RLHF, continual fine-tuning, hallucination detection, privacy-preserving LLM inference, multi-agent frameworks and knowledge graph-enhanced RAG — all with IEEE 2026 base paper references, research paper support, implementation code, and journal or conference publication assistance.

Do you provide deployable LLM applications with UI (Streamlit, Gradio, FastAPI)?

Yes. Every LLM project includes a deployable application with either Streamlit, Gradio or FastAPI frontend, complete source code, Docker configuration for deployment, a demo video and a university-format project report. Projects can be deployed locally or on cloud (AWS, GCP, Azure, Hugging Face Spaces) based on your requirements.

Can you build a custom LLM project on a specific dataset or domain I have?

Absolutely. We design custom LLM projects around your specific dataset, domain or research problem — whether it is your company's internal documents for a RAG system, a medical dataset for fine-tuning, or a legal corpus for a QA pipeline. Contact us with your requirements and we will scope the project with a suitable methodology, tools and deliverables.

What does a complete LLM project package include?

Every LLM project includes: IEEE 2026 aligned base paper reference, complete Python source code with comments, architecture diagram and workflow block diagram, university-format project report (as per VTU, Anna University, JNTU, SRM, Manipal), PPT presentation (20 slides), working demo video, Streamlit / Gradio / FastAPI application and viva question-answer preparation support for your final year examination.

Projects Based on LLM

LLM Project Topics

Projects Based on Linux

LLM Project Ideas