Applied AI Project Typology: An Extended Set of Illustrative Examples

To deepen the understanding of the AI Project Typology presented in my book “Managing Innovative AI Projects”, co‑authored with Prof. Alain Abran, and further advanced through the AI Project Pulse micro‑journal for wider community engagement, this article offers an extended set of real‑world examples mapped to each project type. The aim is to help readers easily relate to the typology through familiar and widely recognized use cases, including a few from the Indian context. These examples illustrate how diverse AI initiatives fit into the framework and how the typology can guide practical thinking in real project environments.

Incremental Innovation Projects

Enhancing existing end-user AI applications through performance tuning, optimization, or feature expansion.

#	Project Name	Improvement	Primary Users	Key Outputs	Reference
1	Amazon Alexa+ Upgrade	Enhanced conversational abilities with free-flowing dialogue, reduced need for wake word repetition, and personalized news summaries	Smart home users, Amazon Echo device owners	Enhanced voice assistant with improved conversation flow	Amazon News / USA Today
2	Netflix Recommendation Engine	Behavioral data integration across 325M subscribers with personalized thumbnails and row configurations	Netflix subscribers	Personalized content recommendations with improved accuracy	IndexBox / Quartz
3	Spotify Prompted Playlist	AI-generated custom playlists from natural language prompts describing moods, memories, or cultural moments	Spotify Free and Premium users	AI-generated custom playlists based on natural language prompts	Spotify Engineering
4	Google Search BERT Enhancement	Improved natural language understanding for complex queries with preposition handling	Google Search users worldwide	Enhanced search results with better query understanding	Google AI Blog
5	Tesla Autopilot Traffic Light Recognition	Enhanced stoplight and stop sign detection with improved intersection handling	Tesla vehicle owners	Improved autonomous driving feature with expanded capabilities	Tesla Software Updates
6	Salesforce Einstein Analytics	Enhanced CRM predictions with industry-specific model fine-tuning	Sales and marketing professionals	AI-powered CRM insights and predictions tailored to industry context	Salesforce AI Research
7	Apple Siri Contextual Awareness	Improved multi-turn conversation understanding across Apple ecosystem	iPhone, iPad, Mac, HomePod users	Enhanced voice assistant with contextual conversation memory	Apple ML Research
8	YouTube Recommendation Algorithm	Improved content discovery with short-form and long-form video balancing	YouTube viewers	Personalized video recommendations with better content mix	YouTube Engineering
9	LinkedIn Job Match Quality	Enhanced candidate-job matching with skills-based AI weighting	Job seekers, recruiters	Improved job-candidate matching algorithm	LinkedIn Engineering
10	Gmail Smart Compose	Expanded context awareness for email drafting across multiple languages	Gmail users	AI-powered email composition suggestions	Google Research
11	Uber ETA Accuracy Boost	Real-time traffic prediction upgrades with multi-modal transport integration	Uber riders and drivers	Improved estimated time of arrival predictions	Uber Engineering
12	Google Maps Immersive View	Expanded AI-powered 3D visualization with real-time weather integration	Google Maps users	3D immersive location previews with live weather overlay	Google Geo
13	Duolingo Lesson Adaptation	Improved personalization based on learning pace and memory retention	Language learners	Personalized lesson plans and adaptive learning paths	Duolingo AI
14	Wadhwani AI – Oral Reading Fluency Assessment	AI-enabled oral reading fluency assessment enhanced with Meta’s Llama 3 generative capabilities to create personalized practice modules for students	Students (grades 2-8), teachers, education administrators	Enhanced AI assessment tool that generates tailored reading content aligned with curriculum standards	Meta Llama Impact Grants
15	Aaj Tak – AI News Anchor Enhancement	AI news anchor “Ana” with improved natural language delivery, real-time news integration, and expanded language capabilities	Television viewers, digital news consumers	Enhanced AI-generated news presentation with more natural speech patterns	India Today Group
16	HDFC Bank – Eva Enhancement	Enhanced Eva (Electronic Virtual Assistant) with improved NLP capabilities and expanded query resolution	Banking customers	Improved AI-powered banking assistant with better conversation flow	HDFC Bank
17	ICICI Bank – iPal Enhancement	Enhanced AI-powered banking assistant with improved fraud detection and personalized financial insights	Banking customers	Enhanced virtual banking assistant with predictive capabilities	ICICI Bank
18	Zomato – AI Recommendation Engine	Improved food discovery algorithm with enhanced personalization based on mood, weather, and past behavior	Food delivery app users	More accurate restaurant and dish recommendations	Zomato
19	Swiggy – AI Delivery Optimization	Enhanced delivery time prediction with improved real-time traffic and restaurant prep modeling	Food delivery customers and delivery partners	More accurate delivery time estimates and route optimization	Swiggy
20	Paytm – AI Fraud Detection	Enhanced fraud detection algorithms with improved pattern recognition and real-time alerting	Digital payment users, merchants	More accurate fraud detection and prevention	Paytm
21	PhonePe – AI Recommendation Engine	Improved personalized financial product recommendations based on spending patterns	Digital payment users	Better-tailored insurance, mutual fund, and loan offers	PhonePe
22	CropIn – SmartFarm Intelligence	Enhanced pest and disease prediction models integrating hyper-local weather and satellite data	Farmers, agribusinesses	Improved predictive intelligence for crop management	CropIn Technology

Disruptive Innovation Projects with India Examples

Novel end-user applications reshaping markets through radically new capabilities.

#	Project Name	Capability	Primary Users	Key Outputs	Reference
1	OpenAI o3 / o4 Series	Advanced reasoning models with enhanced mathematical and scientific problem-solving	Researchers, developers, enterprises	Advanced AI reasoning models with mathematical capabilities	OpenAI
2	Google Gemini 2.0	Native multimodal understanding across text, images, audio, and video	General public, developers, enterprises	Multimodal AI assistant with native cross-modal understanding	Google DeepMind
3	Anthropic Claude 3.5 Opus	Constitutional AI with improved self-correction and harm reduction	Enterprises, researchers, developers	Constitutional AI model with self-correction capabilities	Anthropic
4	Waymo Autonomous Taxis	Expanded driverless ride-hailing with freeway-capable operations	Urban commuters, transportation users	Driverless taxi service with freeway operations	Waymo
5	DeepMind AlphaFold 3	Protein structure prediction with molecular interaction modeling	Biologists, pharmaceutical researchers	Protein structure predictions with molecular interaction modeling	DeepMind
6	BharatGen	India’s first government-funded multimodal LLM initiative supporting all 22 scheduled Indian languages with full data sovereignty	Government departments, citizens, researchers, startups	Sovereign AI ecosystem with PARAM-2 text model, Shrutam (ASR), Sooktam (TTS), Patram (vision-language)	PIB India
7	Malabar Cancer Centre AI Oncology Agent	Evidence-based summaries and clinical trial matching for cancer treatment	Oncologists, cancer patients, medical researchers	AI-powered clinical decision support for oncology	Times of India
8	NANDA 87B	Open-source Hindi-English large language model with 87 billion parameters	Researchers, developers, enterprises	Bilingual foundation model for Hindi-English applications	News on AIR
9	Sarvam AI – Sovereign LLM	India’s first sovereign LLM built from scratch for Indian languages	Enterprises, government, developers	Indigenous foundation model for Indian languages	Inc42
10	Soket AI Labs – Pragna-LLM	120-billion parameter open-source model for Indian languages	Researchers, developers, academia	Massive open-source Indic language model	Inc42
11	Microsoft Copilot Agents	Autonomous AI agents for complex business workflow automation	Enterprise employees, business process owners	Autonomous AI agents for workflow automation	Microsoft Ignite
12	Apple Intelligence	On-device personal AI with cross-app context awareness	Apple device users	Personal AI assistant with cross-app integration	Apple WWDC
13	Perplexity Pro Search	Deep research capabilities with multi-step reasoning	Researchers, students, professionals	AI-powered deep research and answer engine	Perplexity AI
14	ElevenLabs Voice Design	Synthetic voice generation with emotional range and accent control	Content creators, voice-over artists, publishers	AI voice generation with emotional expression	ElevenLabs
15	Suno AI v4	Full-song generation with lyrics, melody, and vocal performance	Musicians, content creators, hobbyists	AI-generated complete songs	Suno
16	IISc + Google Clinical AI	AI tools for broader clinical applications in Indian healthcare context	Researchers, clinicians	India-specific clinical AI models	Financial Express
17	NVIDIA Project GR00T	Foundation model for humanoid robot learning and adaptation	Robotics developers, researchers	Foundation model for humanoid robot control	NVIDIA Research
18	Meta AI Movie Gen	AI-generated video with synchronized audio and effects	Filmmakers, content creators	AI-generated videos with synchronized audio	Meta AI
19	Cohere Command R+	Enterprise-focused RAG optimization with citation grounding	Enterprises, developers	Enterprise-grade RAG-optimized language model	Cohere
20	Hugging Face HuggingChat Agents	Open-source agent framework with tool-use capabilities	Developers, researchers, open-source community	Open-source AI agent framework	Hugging Face
21	Midjourney v7	Photorealistic image generation with consistent character rendering	Digital artists, designers, creatives	Photorealistic AI-generated images	Midjourney
22	Runway Gen-3	Text-to-video synthesis with multi-scene narrative coherence	Filmmakers, content creators	AI-generated videos with narrative coherence	Runway ML
23	Stability AI Stable Diffusion 4	High-resolution image generation with architectural precision	Artists, designers, researchers	High-resolution AI image generation	Stability AI

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Applied Research Projects with India Examples

Novel algorithms or architectures advancing AI capabilities.

#	Project Name	Breakthrough	Primary Users	Key Outputs	Reference
1	Meta AI Segment Anything 2	Video object segmentation with zero-shot generalization	Computer vision researchers, AI developers	Zero-shot video segmentation model	Meta AI Research
2	Google Gemini 1.5 Architecture	Million-token context window with long-form reasoning	AI researchers, LLM developers	Long-context transformer architecture	Google Research
3	DeepMind AlphaGeometry	Olympiad-level geometry problem solving without human demonstrations	AI researchers, mathematics researchers	Geometry theorem-proving AI system	DeepMind
4	OpenAI Sora Architecture	Diffusion transformer for video generation with temporal consistency	AI researchers, video generation developers	Video generation diffusion transformer	OpenAI Research
5	Anthropic Interpretability Research	Feature extraction and mechanistic interpretability breakthroughs	AI safety researchers, interpretability scientists	Mechanistic interpretability methods	Anthropic
6	IIT Jodhpur – Indian Language Text Recognition	Advanced AI models to read and translate Indian language text appearing in images for Bhashini project	Researchers, developers building multilingual apps	Open-source APIs for scene text recognition in 13 Indian languages	PIB India
7	IIT Roorkee – Secure AI Algorithms	Designing secure-by-design AI algorithms and hardware accelerators resistant to adversarial attacks	AI security researchers, defense researchers	Novel methodologies for robust DNN architectures	India Science, Technology & Innovation Portal
8	IIT Bombay – Indic Language Technologies Research Hub	Research hub ensuring global AI advances reflect India’s linguistic diversity	NLP researchers, linguists, developers	Foundational research on Indic language AI models	Financial Express
9	IIT Madras – Center for Responsible AI	Multi-disciplinary research on various aspects of bias in AI, especially from Indian context	AI ethics researchers, policy makers	Research outputs on AI bias mitigation in Indian context	IndiaAI
10	IISc – Speech Data Collection	Collecting anonymized speech data from 773 districts reflecting diversity in gender, age, and socio-economic backgrounds	Speech recognition researchers, linguists	Diverse Indic speech dataset for AI training	IndiaAI
11	Microsoft Phi-3 Architecture	Small language models with frontier performance	On-device AI researchers, efficiency-focused developers	Efficient small language model architecture	Microsoft Research
12	Apple MM1	Multimodal LLM architecture for on-device deployment	Mobile AI researchers, edge computing developers	On-device multimodal LLM architecture	Apple ML Research
13	Mistral Mixtral 8x22B	Sparse mixture of experts with efficient inference	LLM researchers, efficiency-focused developers	Sparse mixture-of-experts language model	Mistral AI
14	Allen Institute OLMo 2	Fully open-source language model with complete training data	Open-source AI researchers, academic institutions	Open-source language model with full transparency	AI2
15	Cohere AYA Expanse	Multilingual model covering 101 languages	Multilingual NLP researchers, global developers	Multilingual language model for 101 languages	Cohere Research
16	Meta AI ImageBind	Six-modality embedding alignment without paired data	Multimodal AI researchers	Six-modality embedding alignment model	Meta AI
17	Google DeepMind SIMA	Scalable instructable agent for 3D environments	AI agent researchers, game AI developers	Scalable instructable 3D environment agent	DeepMind
18	OpenAI Whisper v3	Robust multilingual speech recognition with accent adaptation	Speech recognition researchers	Multilingual speech recognition model	OpenAI
19	EleutherAI Pythia Suite	Training dynamics analysis for LLM interpretability	Interpretability researchers	LLM training dynamics analysis suite	EleutherAI
20	UC Berkeley Starling-7B	Reward-modeled RLHF with preference learning	RLHF researchers, alignment researchers	Reward-modeled RLHF language model	UC Berkeley RAI
21	Stanford Foundation Model Transparency	Comprehensive transparency reporting framework	AI governance researchers	Foundation model transparency framework	Stanford CRFM
22	MIT PhotoGuard	Adversarial protection against unauthorized image editing	Privacy researchers	Adversarial protection system for images	MIT CSAIL
23	Hugging Face LeRobot	Open-source robotics model collection and datasets	Robotics researchers	Open-source robotics models library	Hugging Face
24	Cerebras CS-3 Architecture	Wafer-scale engine for ultra-fast model training	AI hardware researchers	Wafer-scale AI training architecture	Cerebras
25	Groq LPU Architecture	Language processing unit for ultra-low latency inference	Inference optimization researchers	Language processing unit architecture	Groq

AI Enabler Projects with India Examples

Tools, platforms, and frameworks empowering AI development and governance.

#	Project Name	Function	Primary Users	Key Outputs	Reference
1	LangChain v0.3	Orchestration framework for agentic workflows and RAG pipelines	AI engineers, LLM application developers	Agentic workflow and RAG orchestration framework	LangChain
2	Microsoft AutoGen	Multi-agent conversation framework for complex task automation	AI developers, enterprise automation teams	Multi-agent conversation framework	Microsoft Research
3	CrewAI	Role-based agent collaboration platform with process management	AI application developers	Role-based AI agent collaboration platform	CrewAI
4	LlamaIndex	Data framework for RAG applications with query engines	LLM application developers	RAG data framework with query engines	LlamaIndex
5	IBM Watsonx Governance	End-to-end AI governance with bias detection and compliance	Compliance officers, AI governance teams	Enterprise AI governance platform	IBM
6	Yotta Shakti Studio	India’s sovereign browser-based AI development environment with serverless GPUs and AI endpoints	Data scientists, ML engineers, startups, government	Sovereign AI platform with inference endpoints, fine-tuning tools, and real-time monitoring	Shakti Cloud
7	Qure.ai	AI-powered medical imaging platform with qXR solution analyzing chest X-rays for up to 30 abnormalities	Healthcare providers, radiologists, hospitals	Medical imaging APIs and diagnostic tools	AI Gamechangers Award
8	Neodocs	Smartphone-based diagnostic tests using AI/ML and computer vision	Healthcare providers, patients	Instant diagnostic test platform with results in 30 seconds	AI Gamechangers Award
9	DronaMaps	Command and control center solutions built on drone-based maps and AI with 100+ feature extraction	Government, enterprises, defense	Drone-based mapping and AI analytics platform	AI Gamechangers Award
10	Nayan India	AI-based vision processing using smartphones, fleets, dashcams, and drones	Transportation, logistics, surveillance	Crowd-sourced visual data analytics platform	AI Gamechangers Award
11	Credo AI	Ethical risk quantification and regulatory compliance framework	AI ethics officers, risk managers	AI ethical risk quantification platform	Credo AI
12	Fiddler AI	Model performance monitoring with explainability dashboards	MLOps engineers, data scientists	AI model performance monitoring platform	Fiddler
13	Evidently AI	Open-source ML monitoring with drift detection	Data scientists, ML engineers	Open-source ML monitoring and drift detection library	Evidently AI
14	Weights & Biases	Experiment tracking and model visualization platform	ML researchers, data scientists	ML experiment tracking and visualization platform	W&B
15	Hugging Face Transformers	Pre-trained model library with unified API	ML engineers, NLP developers	Pre-trained transformer model library	Hugging Face
16	MLflow 2.0	Model lifecycle management with registry and serving	MLOps engineers, data science teams	ML model lifecycle management platform	MLflow / Databricks
17	Kubeflow 2.0	Kubernetes-native ML workflows with pipeline orchestration	MLOps engineers, platform engineers	Kubernetes-native ML workflow orchestration	Kubeflow
18	DVC	Data version control with pipeline management	Data scientists, ML engineers	Data version control and pipeline management tool	DVC.org
19	Great Expectations	Data validation and documentation framework	Data engineers, data scientists	Data validation, testing, and documentation framework	GX
20	Apache Airflow	Workflow orchestration for data pipelines	Data engineers, platform engineers	Programmatic workflow orchestration platform	Apache
21	Prefect	Dataflow automation with dynamic task mapping	Data engineers, ML engineers	Dynamic workflow orchestration platform	Prefect
22	BentoML	Model serving with microservice architecture	ML engineers, backend developers	Model serving framework	BentoML
23	vLLM	High-throughput LLM serving with PagedAttention	LLM deployment engineers	High-throughput LLM serving engine	UC Berkeley
24	Ollama	Local model deployment with simple CLI	Developers, researchers, local AI enthusiasts	Local LLM deployment and management tool	Ollama
25	Pinecone	Vector database for production RAG applications	ML engineers, backend developers	Managed vector database for similarity search	Pinecone

Citizen-Led Innovation Projects

Non-technical domain experts creating solutions using no-code/low-code platforms.

#	Project Name	Use Case	Primary Users	Key Outputs	Reference
1	Microsoft Copilot Studio	Custom copilots for workflow automation and business queries	Business analysts, process owners	Custom AI copilots for specific business workflows	Microsoft
2	Airtable AI	Custom agents for ticket summarization and lead classification	Operations managers, marketing teams	AI-powered workflow agents integrated with databases	Airtable
3	Google Teachable Machine	Teacher-built image classifiers for classroom activities	Educators, students, hobbyists	Custom-trained image classification models	Google Creative Lab
4	Jan Ki Baat (People+AI)	AI-powered voice technology conducting citizen surveys at scale with cost reduced to ₹4-5 per minute	Government officials, policy makers, researchers	AI-driven voice-based feedback collection system for citizen engagement	Elets eGov
5	Microsoft Power Platform AI Builder	Small business invoice processing automation	Small business owners, operations staff	Automated invoice processing workflows	Microsoft
6	Emergent AI – Jewellery Store App	Multi-store pricing management app built by jewellery store owner with no coding experience	Jewellery store owners, retailers	Production-ready multi-store pricing application	Emergent AI
7	Emergent AI – Chronic Pain Management App	Personal health tracking application built by individual with chronic pain	Individuals with chronic health conditions	Custom health tracking application	Emergent AI
8	TableSprint – Housing Society Library App	Library management application built by a child for housing society using no-code platform	Housing society residents	Functional library management application	TableSprint
9	Launch – Fitness Instructor Website	Client management website built by fitness instructor with payment processing	Fitness instructors, their clients	Professional website with client management and payments	Launch
10	Zapier + OpenAI	Marketer-automated content generation workflows	Marketing professionals	Automated multi-step content generation workflows	Zapier
11	Apple Create ML	Doctor-trained diagnostic models on local data	Medical professionals	On-device custom-trained diagnostic models	Apple Developer
12	DataRobot AutoML	Nonprofit donation pattern prediction	Nonprofit organizations	Automated donation prediction models	DataRobot
13	NVIDIA Canvas	Artist-created landscapes from simple sketches	Digital artists, concept designers	AI-generated landscapes from sketches	NVIDIA
14	Mem	Personal knowledge management with AI organization	Researchers, writers, knowledge workers	AI-organized personal knowledge base	Mem Labs
15	Notion AI Q&A	Team knowledge base querying in natural language	Team members across departments	Natural language querying of team knowledge bases	Notion
16	Coda AI	Document automation with custom AI buttons	Project managers, team leads	AI-enhanced interactive documents with automation	Coda
17	Retool Workflows	Internal tool automation with AI steps	Internal tool builders	Automated internal tools with AI integration	Retool
18	Softr AI	Website building with AI-generated content blocks	Entrepreneurs, small business owners	AI-generated website content and structure	Softr
19	Bubble AI	App development with AI-assisted component creation	Citizen developers, startup founders	AI-assisted no-code application development	Bubble
20	Adalo AI	Mobile app creation with automated design suggestions	Mobile app creators, entrepreneurs	AI-suggested mobile app designs and components	Adalo
21	Voiceflow	Conversational agent design without coding	Product managers, conversational designers	Custom conversational AI agents	Voiceflow
22	Botpress	Custom chatbot creation for customer service	Customer service managers	Custom customer service chatbots	Botpress
23	Landbot	Conversational landing page builder	Marketers, sales professionals	AI-powered conversational landing pages	Landbot