🌟 𝐆𝐞𝐧𝐞𝐫𝐚𝐭𝐢𝐯𝐞 𝐀𝐈 & 𝐌𝐚𝐜𝐡𝐢𝐧𝐞 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠 🌟 𝐀𝐠𝐞𝐧𝐭𝐢𝐜 𝐀𝐈 + 𝐅𝐨𝐮𝐧𝐝𝐚𝐭𝐢𝐨𝐧 𝐌𝐨𝐝𝐞𝐥𝐬 🌟 𝐌𝐮𝐥𝐭𝐢-𝐀𝐠𝐞𝐧𝐭 𝐒𝐲𝐬𝐭𝐞𝐦𝐬 🌟 𝐓𝐨𝐩 𝟐% 𝐇𝐢𝐠𝐡𝐥𝐲 𝐂𝐢𝐭𝐞𝐝 𝐑𝐞𝐬𝐞𝐚𝐫𝐜𝐡𝐞𝐫 (𝟐𝟎𝟐𝟒 & 𝟐𝟎𝟐𝟓) I’m a PhD in 𝐂𝐨𝐦𝐩𝐮𝐭𝐞𝐫 𝐒𝐜𝐢𝐞𝐧𝐜𝐞 with 10+ years in trustworthy AI and advanced ML, helping teams build production-ready Generative AI systems that are reliable, secure, and measurable, especially in healthcare, cybersecurity, and other high-stakes settings. 📌𝐀𝐜𝐚𝐝𝐞𝐦𝐢𝐜 𝐈𝐦𝐩𝐚𝐜𝐭 & 𝐀𝐰𝐚𝐫𝐝𝐬: ✔45+ peer-reviewed publications ✔7,500+ citations on Google Scholar ✔Top 2% Highly Cited Researcher (2024 & 2025) ✔Best Paper Award, IEEE Engineering in Medicine & Biology Society ✔Publications in leading venues, including 𝐌𝐈𝐂𝐂𝐀𝐈, 𝐈𝐄𝐄𝐄 𝐓-𝐏𝐀𝐌𝐈, 𝐈𝐒𝐁𝐈, 𝐈𝐄𝐄𝐄 𝐂𝐎𝐌𝐒𝐓, Computers & Security, and more. 📌𝐈 𝐜𝐚𝐧 𝐡𝐞𝐥𝐩 𝐲𝐨𝐮 𝐰𝐢𝐭𝐡: ✔ End-to-end RAG systems: hybrid search, structured retrieval, reranking, evaluation pipelines ✔ Agentic / multi-agent systems: orchestration, tool use, coordination, workflow automation ✔ LLM security + robustness: prompt injection, data leakage, model inversion risks, red-teaming + regression checks ✔ Foundation & multimodal model adaptation for domain use cases 𝐈𝐟 𝐲𝐨𝐮 𝐡𝐚𝐯𝐞 𝐚 𝐩𝐫𝐨𝐭𝐨𝐭𝐲𝐩𝐞 𝐭𝐡𝐚𝐭 𝐡𝐚𝐥𝐥𝐮𝐜𝐢𝐧𝐚𝐭𝐞𝐬, 𝐛𝐫𝐞𝐚𝐤𝐬 𝐨𝐧 𝐞𝐝𝐠𝐞 𝐜𝐚𝐬𝐞𝐬, 𝐨𝐫 𝐜𝐚𝐧’𝐭 𝐬𝐜𝐚𝐥𝐞 𝐬𝐚𝐟𝐞𝐥𝐲, 𝐈 𝐜𝐚𝐧 𝐚𝐮𝐝𝐢𝐭 𝐢𝐭, 𝐟𝐢𝐱 𝐢𝐭𝐬 𝐰𝐞𝐚𝐤 𝐩𝐨𝐢𝐧𝐭𝐬, 𝐚𝐧𝐝 𝐩𝐮𝐭 𝐞𝐯𝐚𝐥𝐮𝐚𝐭𝐢𝐨𝐧 𝐚𝐧𝐝 𝐠𝐮𝐚𝐫𝐝𝐫𝐚𝐢𝐥𝐬 𝐢𝐧 𝐩𝐥𝐚𝐜𝐞 𝐬𝐨 𝐲𝐨𝐮𝐫 𝐭𝐞𝐚𝐦 𝐜𝐚𝐧 𝐭𝐫𝐮𝐬𝐭 𝐢𝐭𝐬 𝐨𝐮𝐭𝐩𝐮𝐭𝐬. 𝐑𝐞𝐥𝐚𝐭𝐞𝐝 𝐊𝐞𝐲𝐰𝐨𝐫𝐝𝐬: #GenerativeAI #LLM #LargeLanguageModels #RAG #RetrievalAugmentedGeneration #HybridSearch #Embeddings #VectorSearch #AgenticAI #AIAgents #MultiAgentSystems #FoundationModels #MultimodalAI #LLMSecurity #PromptInjection #DataLeakage #ModelInversion #RedTeaming #EvaluationPipelines #AIArchitecture

Hello, I am investing all my time and resources in Upwork ☝ My experience covers data analysis, AI/ML model training, fine-tuning, and deployment to production on AWS, GCP, Azure, or edge devices. ⬣ Skills : GenAI : RAG, Vector databases, LLM finetune, AI Agent/Multi Agent systems. Machine Learning : classification, regression, similarity search. Computer vision : object detection&tracking, pose estimation, image processing. ⬣Programming languages : Python, MATLAB,C#. ⬣ ML/DL LIBRARIES : TensorFlow, Scikit-Learn, Keras, Pandas, Numpy, OpenCV,Pytorch, HuggingFace,Unsloth, Ultralytics. ⬣ Inference engines: llama.cpp, OLlama, LiteRT-LM, TensorRT. ⬣ Certificates : ✅ AWS Certified Solutions Architect Professional ✅DeepLearning.AI Machine Learning Engineer for production I AM READY TO IMPLEMENT YOUR PROJECT AND CONVERT YOUR IDEAS INTO A REALITY!

Need to build an AI product, automate workflows, or scale your SaaS platform? I help startups and enterprises turn complex ideas into production-ready AI platforms, intelligent agents, and scalable web/mobile applications that reduce costs, increase efficiency, and unlock new revenue opportunities. Whether you're building an AI MVP, modernizing enterprise software, or launching a new SaaS product, I combine strategic technical leadership with hands-on engineering to help you move from idea to production with confidence. ⭐️ **Expert-Vetted** – Top 1% of talent on Upwork 🎓 MSc in Computer Science from Oxford University ✅ 7+ years of experience ✅ 50+ successful projects delivered ✅ Enterprise AI, Generative AI & Full-Stack Engineering Specialist 🏆 100% Job Success **My Guarantee:** If I set the wrong expectations or fail to deliver as promised, you receive a full refund. Your investment is completely risk-free. ### Who I Work With • SaaS Startups & Scale-ups • VC-Backed Companies • Enterprise Organizations • FinTech & Financial Services • Healthcare & Life Sciences • Retail & E-commerce Businesses ## 🔹 How I Create Value ### AI & Machine Learning I build production-ready AI systems, predictive analytics platforms, recommendation engines, and intelligent automation solutions that improve decision-making, increase operational efficiency, and create measurable business value. ### Generative AI & AI Agents From RAG pipelines and AI copilots to autonomous multi-agent systems, I develop AI solutions that automate workflows, save teams hundreds of hours, i⭐️ Expert Vetted - Top 1% of talent on Upwork 🕒 Experienced Software and AI Engineer with MSc from Oxford University ✅ 7+ years of experience ✅ 50+ projects delivered ✅ Excelling in delivering Enterprise scale projects My Guarantee: If I set the wrong expectation or fail to deliver as promised, you get a full refund. Your investment is risk-free. I help companies turn complex ideas into production-ready AI platforms, intelligent agents, and scalable web/mobile systems that grow revenue, reduce costs, and unlock new opportunities. With an MSc from Oxford University and recognition as Expert Vetted (Top 1%) on Upwork, I combine fractional CTO leadership with hands-on engineering across AI/ML, Generative AI, and full-stack development. 🔹 How I Create Value AI & ML Systems – predictive analytics that improve decision-making, recommendation engines that drive conversions, anomaly detection that cuts fraud and downtime. Generative AI Solutions – RAG pipelines, AI agents, and copilots that save teams hundreds of hours, boost customer satisfaction, and surface insights instantly from data. Full-Stack Development – scalable SaaS platforms, APIs, and mobile apps that become growth engines, enabling clients to reach markets faster and raise funding. Enterprise Delivery – secure, compliant (SOC2, GDPR, HIPAA) systems built to perform at scale with clear metrics: lower latency, higher accuracy, reduced manual effort. 🔹 Tech Stack & Platforms AI/ML: Python • PyTorch • TensorFlow • Keras • Scikit-learn • Hugging Face • MLflow • MLOps Generative AI: GPT-4/Claude/LLaMA • LangChain • LangGraph • LlamaIndex • Pinecone • Weaviate • Qdrant • ChromaDB Full-Stack: React • Next.js • Vue.js • Angular • Node.js • FastAPI • Django • Flask • React Native • Flutter Cloud & DevOps: AWS • GCP • Azure • Docker • Kubernetes • Terraform • CI/CD Recent Client Wins Fundment (FinTech, UK): Scaled backend systems for regulatory compliance and growth → Fundment has since raised £45M+ to expand operations. Clippd (Sports Analytics, UK): Built data pipelines and ML modules powering elite golf analytics → supported a $10M+ VC round and global adoption across professional golf programs. Novai (Biotech, UK): Developed the Darc Stratos AI clinical trial platform → enabled Novai to raise $3.7M+ in pre-seed and seed funding to take their biomarker to market. MarketingCopy AI (Generative SaaS): Built end-to-end GPT-powered SaaS product → helped the founders secure seed investment and onboard early enterprise customers. Pixelogy Network (Digital Securities): Delivered AI-based identity verification & KYC system → transformed investor onboarding for regulated capital raising. Nestlé (Retail Innovation, Global): Built a digital shopping assistant in collaboration with FusePump → scaled e-commerce personalization across markets. 🔹 Why Clients Trust Me ✓ Fractional CTO & hands-on builder — I architect and code ✓ 90+ projects delivered with measurable business outcomes ✓ Top Rated Plus • Expert-Vetted • 100% Job Success ✓ Risk-free engagement: refund guarantee if I don’t deliver what’s promised Beyond technical prowess, I pride myself on honesty and empathy, understanding the challenges businesses face firsthand. Your success is my utmost priority, and I'm eager to learn more about your ventures. Don't hesitate to reach out—I'm here to support and propel your journey to success!

I am a highly experienced AI and Python developer specializing in Machine Learning. With hands-on expertise, I have successfully collaborated with over 767 international clients, delivering effective solutions across various platforms and industries. My projects include developing advanced chatbots, automated email systems, disease and clot prediction models, and real-time data dashboards tailored to client needs. Notable Achievements: AI-Trax Pulmonary Fibrosis: Enhanced prediction accuracy by 73%, surpassing competitors. Memorial University Mental Health Chatbot: Achieved 85% accuracy using open-source LLM and OpenAI API. Mumnoid Animal Classification: Attained 92% accuracy with complex CNN and GNN models. I offer services in machine learning projects, API integration, chatbot development, financial data analysis, and R programming. Eager to expand my expertise on Upwork and help elevate your projects. Let’s connect!

I design and build production-grade AI systems that help startups and businesses automate workflows, deploy intelligent applications, and scale with confidence. From LLMs and AI agents to RAG, computer vision, and edge AI, I transform AI concepts into reliable, production-ready solutions. As a PhD Candidate in Artificial Intelligence and hands-on AI Engineer, I combine advanced AI research with practical engineering to deliver systems that perform beyond the prototype stage. ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 🤖 WHAT I BUILD ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ▸ AI Agents & Agentic Workflows ▸ Retrieval-Augmented Generation (RAG) Systems ▸ AI Assistants & Intelligent Chatbots ▸ LLM Fine-Tuning & Custom AI Models ▸ Multimodal AI Applications ▸ Computer Vision Systems ▸ OCR & Document Intelligence Solutions ▸ Edge AI & Embedded Intelligence ▸ Custom Machine Learning Solutions ▸ AI-Powered Automation Workflows ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ⚙️ WHAT I SPECIALIZE IN ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ → End-to-End AI Development Research, experimentation, prototyping, deployment, and continuous improvement. → Production AI & MLOps Model deployment, API development, Docker, CI/CD pipelines, monitoring, and scalable infrastructure. → AI Optimization & Efficiency Model compression, quantization, pruning, latency reduction, and efficient inference for resource-constrained environments. ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 🚀 FEATURED PROJECT ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ NemaNet — Embedded AI for Plant-Parasitic Nematode Detection Founder and lead AI engineer behind an AI-powered agricultural computer vision system optimized for embedded devices. Designed, trained, optimized, and deployed deep learning models for accurate, real-time detection on resource-constrained hardware, transforming research into a practical field-ready solution. ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 🛠 TECHNOLOGIES ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ Programming: Python • SQL AI & Deep Learning: PyTorch • TensorFlow • Hugging Face • Transformers • OpenCV • Scikit-learn LLMs & Agentic AI: LangChain • LangGraph • LlamaIndex • OpenAI • Ollama • vLLM Backend & Deployment: FastAPI • Docker • Kubernetes • REST APIs • Git • CI/CD Vector Databases: FAISS • Pinecone • Qdrant • ChromaDB Cloud Platforms: AWS • Azure • GCP ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 🎯 WHY CLIENTS WORK WITH ME ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ✓ Research-backed AI expertise combined with production engineering experience. ✓ Ability to take projects from initial idea and experimentation to deployment. ✓ Experience building LLM, RAG, Agentic AI, Computer Vision, and MLOps solutions. ✓ Focus on reliable, scalable, and cost-efficient AI systems. ✓ Clear communication and engineering practices designed for long-term success. ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ If you need an AI engineer who can bridge advanced AI research with production-ready engineering, I would be happy to discuss your project and help turn your ideas into scalable AI solutions.

🚀 Hey there! its me your go-to expert for all things Machine Learning Python, Deep Learning Python, Computer Vision Python, Data Science, Robotics, Image Processing, C++, Matlab , Ros, and Python. With a fiery passion for innovation and a knack for delivering exceptional results, I'm here to elevate your projects to new heights. 💡 🔬 My forte lies in harnessing the latest techniques and algorithms to craft intelligent, robust solutions. In the realm of Computer Vision, I excel in: - ✅ Object Detection - ✅ Object Tracking - ✅ Semantic Segmentation - ✅ Instance Segmentation - ✅ Object Recognition - ✅ OCR projects In the realm of Machine Learning, I specialize in: - ✅ Support Vector Machines (SVM) - ✅ Random Forest - ✅ Gradient Boosting - ✅ K-Nearest Neighbors (KNN) - ✅ Decision Trees In Deep Learning, I'm proficient in: - ✅ Convolutional Neural Networks (CNN) - ✅ Recurrent Neural Networks (RNN) - ✅ Generative Adversarial Networks (GAN) - ✅ Long Short-Term Memory Networks (LSTM) - ✅ Transformer Networks - ✅ LLM Fine Tuning - ✅ RAG using LLM I have extensive experience in various fields, including: 🏥 Medical Imaging: - ✅ X-ray Disease Detection - ✅ CT Scan Analysis - ✅ MRI Image Analysis - ✅ Disease Classification - ✅ Tumor Detection - ✅ Organ Segmentation - ✅ Analysis of microscopy images 🌾 Agriculture: - ✅ Weed Detection - ✅ Plant Disease Detection - ✅ Palm Trees Detection - ✅ Crop Classification - ✅ Crop Yield Prediction - ✅ Plant Segmentation - ✅ Precision Agriculture 🏙️ Smart Cities: - ✅ Traffic Flow Prediction - ✅ Pedestrian Detection - ✅ Urban Planning Analysis - ✅ Waste Management Optimization - ✅ Environmental Monitoring - ✅ Detecting safety violations from camera footage 📸 Surveillance and Security: - ✅ Anomaly Detection - ✅ Facial Recognition - ✅ Object Tracking in Video - ✅ Intrusion Detection Systems - ✅ Time Series data Analysis 🤖 Robot Projects: ✅ A Pathfinding Algorithm ✅ Dijkstra’s Algorithm for Navigation ✅ SLAM (Simultaneous Localization and Mapping) ✅ 2D/3D Mapping using ROS ✅ LIDAR-based Mapping ✅ Reactive Obstacle Avoidance using IR Sensors ✅ Dynamic Obstacle Avoidance with Sensor Fusion ✅ ROS-based Obstacle Avoidance in Autonomous Vehicles ✅ Gazebo-based Robot Simulation ✅ Autonomous Vehicle Simulation in Gazebo ✅ Gazebo with SLAM Integration ✅ Robot Path Visualization in RViz ✅ Sensor Data Visualization in RViz ✅ RViz for SLAM Visualization 🧠 General Image Labeling Projects ✅ High-Quality Image Annotation for Machine Learning Datasets (Bounding Boxes, Masks, and Keypoints) ✅ Custom Image Labeling for AI Vision Models — Fast & Accurate Dataset Preparation ✅ Manual Image Tagging and Classification for ML Dataset Training ✅ Expert Data Labeling for Image Recognition and Computer Vision Tasks ✅ Dataset Creation and Labeling for Object Detection and Tracking 🎯 Object Detection–Focused Projects ✅ Object Detection Dataset Preparation — Bounding Box & Polygon Annotation ✅ YOLO / COCO / Pascal VOC Dataset Labeling for Object Detection Models ✅ Bounding Box Labeling for Autonomous Driving, Retail, and Drone Vision ✅ Annotation Expert for Object Detection and Instance Segmentation ✅ Prepare and Label Images for Deep Learning Detection Models (YOLO, SSD, Faster R-CNN) 🌈 Semantic & Instance Segmentation Projects ✅ Pixel-Level Semantic Segmentation for Computer Vision Models ✅ Annotation Services for Medical Image Segmentation (CT, MRI, X-Ray) ✅ Semantic Segmentation Dataset Creation From wielding the powers of Keras, TensorFlow, and PyTorch to sculpting intricate neural network architectures for tasks spanning classification, object detection, segmentation, and natural language processing, I thrive on pushing boundaries. 🧠 📊 With a rich tapestry of projects under my belt, I've honed my skills in every aspect, from data preprocessing and feature extraction to model training and evaluation. I'm no stranger to taming colossal datasets and weaving magic with statistical analysis and data visualization. 📈 🖼️ But that's not all! I possess a keen eye for image processing wizardry, from sprucing up images to recognizing objects and slicing through visual data with precision. Whether it's powering autonomous systems or fueling robotics, I've got the expertise to make it happen. 🤖 ✨ My commitment to excellence is unwavering, reflected in my meticulous attention to detail, knack for problem-solving, and knack for effective communication. Your unique needs are my priority, and I'm dedicated to crafting tailored solutions that exceed expectations. 🎯 🌟 So, if you're on the hunt for a reliable, skilled freelancer to tackle your machine learning, deep learning, computer vision, data science, or robotics projects, look no further. Let's join forces and transform your visions into reality with cutting-edge technology. 🌈 💬 Reach out today, and let's start this journey towards success together! 🚀

I provide work to customers with a guarantee of quality and also offer a range of other services with excellence across Python projects in Machine Learning, Deep Learning, and Generative AI. Our motto: Quality, Creativity, and Client Satisfaction. I have been working on various projects that I mention below: ✨ Experience in Machine Learning (Supervised learning, Unsupervised learning, Reinforcement learning) ✨ Experience in Generative AI (LLM-based apps, RAG pipelines, AI Agents, Prompt Engineering) ✨ Experience in Natural Language Processing (Text Classification, NER, Sentiment Analysis, Embeddings) ✨ Experience in Time Series Forecasting (RNNs, LSTM, ARIMA, Prophet, Others) ✨ Experience in Deep Learning (ANN, CNN, RNN, LSTM, GAN, Transformers, Others) ✨ Experience in Computer Vision (Object Detection, Face Recognition, Others) I can also handle any project related to these: ✨ Classification Related Problems ✨ Regression Related Problems ✨ Clustering Related Problems (KMeans, DBSCAN, HDBSCAN, Hierarchical Clustering, Others) ✨ NLP Tasks (Text Preprocessing, Tokenization, Topic Modeling, Text Summarization) ✨ RAG-based Chatbots & Knowledge Assistants (LangChain, LlamaIndex, FAISS, Pinecone) ✨ AI Agents (OpenAI, Claude API, Tool Use / Function Calling, Multi-agent Systems) ✨ WhatsApp / Telegram / Web Chatbots powered by LLMs ✨ Data Analysis (Pandas, NumPy, Others) ✨ Data Visualisation (Matplotlib, Seaborn, Plotly) ✨ Dimensionality Reduction (PCA, LDA) ✨ Reinforcement Learning (Policy, Reward, DQN, Others) ✨ Prediction Related Problems And I will train and predict on your dataset using whichever models suit your problem best, such as: ✨ Artificial Neural Network (ANN) ✨ Convolutional Neural Network (CNN) ✨ Recurrent Neural Network (RNN) ✨ Long Short Term Memory (LSTM) ✨ Transformer-based Models (BERT, GPT-style architectures) ✨ Large Language Models (OpenAI GPT, Anthropic Claude, Open-source LLMs) ✨ Others Whether it's a classic ML pipeline, an NLP system, or a custom AI agent powered by LLMs, I focus on building solutions that are accurate, explainable, and production-ready.

👋 Hi, I’m Nungga Saputra, I have experienced more than 5 years as a developer and geophysicist passionate about data and the environment. I specialize in building digital and data solutions for impactful outcomes from developing web apps to interpreting data using Machine Learning. 🎒These are some project types that I usually worked on: - Data Cleaning and Preparation - Data Analysis and Exploration - A/B Testing/Experiment - Statistical Analysis - Creating Data Visualizations - Creating Dashboards/Reports - Data Infrastructure - Machine Learning, etc 💻 Whether you’re trying to build your first carbon footprint report, analyze complex geophysical datasets, or create a website to showcase your services, I can help. I bring end-to-end project experience, from transforming raw data into structured formats using SQL, Python, R and Julia to building user-friendly dashboards and interfaces. 🛠️ Skills & Tools: • Programming: Python, R, HTML, CSS3 • Platforms: WordPress, SQL-based databases, Linux • Tools: Tableau, PowerBI, Google Looker Studio • ML/DL: TensorFlow, U-Net, YOLO, PyTorch • AI Automations & Agent : OpenClaw, n8n, Lindy.ai

I'm an AI Engineer passionate about building and deploying innovative solutions. I specialize in deep learning – from designing and training models (including transformers and CNNs) to optimizing them for real-world performance. I've built everything from AI-driven art generation tools (backed by research and a published paper on GANs) to automated trading algorithms using deep reinforcement learning. I'm comfortable taking projects from concept to deployment, including data processing, model training (from scratch or fine-tuning), and infrastructure setup (both on-premise and in the cloud). I'm also experienced with techniques like quantization (TensorRT) to reduce latency and improve efficiency. I enjoy collaborating with clients to understand their challenges and deliver impactful results. Let's discuss how I can help bring your AI vision to life! (And yes, I'm always up for a coffee to chat about your project.)

AI Engineer & Founder — I build enterprise grade AI systems. Once an astrophysics researcher, now a 3× AI founder with 80+ systems in production across the US, UK, Europe UAE, and India. I turned curiosity about the universe into AI systems that drive measurable business outcomes. I’m Vivekjyoti Bhowmik, Founder of TOINGG an AI Communication OS and PGAGI, an AI consultancy building production-grade AI systems for businesses across the US, UK, GCC, UAE, Australia, and India. Having a team team of 45+ AI Engineers, AI Developer, Machine learning engineers, AI automation expert, Full-stack engineer, App developers, UI/UX desginers. Over the last few years, my team and I have built 80+ AI systems across industries. - Real production systems with users, revenue, workflows, and business impact. We specialize in building AI systems that are: → Enterprise-grade → Multi-tenant → Scalable → Secure → Integrated into real business operations → Built for ROI, not experimentation One of the platforms we helped build, Branify, crossed 50,000+ live users within one month of launch in 2026 may generated over $2million in revenue in 3months. Across our portfolio, more than 70% of the products we’ve built are live, used by real customers, and have paying users. Today, we don’t just “build AI.” We implement AI into business workflows to generate ROI within 90 days. What We Actually Do We design and deploy AI systems that replace manual work, increase conversion, and reduce operational load. → Turn inbound leads into qualified meetings automatically → Replace repetitive operations with AI-driven workflows → Build AI systems on top of your existing stack — CRM, WhatsApp, ERP, databases, spreadsheets, and internal tools → Create decision systems that improve revenue, not just dashboards → Build scalable AI products with multi-tenant architecture, role-based access, usage tracking, and production monitoring Real Business Impact  AI Communication System — TOINGG handles high-volume AI calling workflows with scalable infrastructure and 99.9% uptime focus  Branify — AI Ed-tech platform with 50,000+ live users within one month of launch Outreach System — 200 cold messages converted into 8 qualified meetings and $7million sales in pipeline Global Clients — US, UK, UAE, GCC, Australia, and India 80%+ of products built are live with real users and paying customers Revenue & Sales Systems We build AI systems that help businesses convert more leads without increasing manual workload. Examples: → Lead comes in → AI qualifies the lead → Tags them as HOT / WARM / COLD → Books a call → Updates CRM → Hands off to the sales team only when needed This helps your team focus on high-value conversations instead of repetitive follow-ups, lead sorting, and data entry. Operational Automation We automate internal workflows that usually consume hours of manual work. Examples: → PDFs, Excel files, emails, and forms processed automatically → Data cleaned, structured, and pushed into CRM / ERP / Google Sheets → Missing data, delays, or incorrect entries detected in real time → Alerts and tasks triggered automatically → Humans involved only for approvals, exceptions, and critical decisions Data → Decisions We build AI systems that execute and make desicions. They trigger action. → Forecasting → Automated reporting → Business intelligence with execution layer → Decision support systems → AI dashboards connected to workflows Custom AI Products For founders, startups, and growing businesses, we build complete AI products from scratch. This includes: → Multi-agent architectures system → Multi- model RAG pipelines (scalable) → Enterprise-grade SaaS platforms → Multi-tenant backend systems → AI workflow automation → Role-based dashboards → Voice AI and communication systems → Scalable APIs and infrastructure We Are a Fit If Your business is doing minimum $500k in ARR You already have operations running — 10+ people team, leads, data, customers, or workflows You want to implement AI into real business processes You need scalable, production-grade systems You care about outcomes, speed, and execution Not a Fit If You are exploring AI just to try it Price matters more than business outcome There is no clear use case or objective You are not ready to execute fast Why Founders Work With Us → We think like partners, not developers → We focus on outcomes first, AI second → We build systems that integrate into your business, not sit outside it → We understand product, architecture, AI, and business ROI together → We have experience building systems used by millions of real users If you are looking to increase revenue, build scalable AI porduct, or Automate operations using AI, message me. We’ll map your workflow, identify the ROI opportunity, and show you exactly what should be built.