GOHASHINCLUDE PRIVATE LIMITED is a technology-driven software solutions company with over 15 years of experience in delivering innovative, scalable, and high-performance web and mobile applications. As technology evolved, we embraced modern stacks such as MERN, MEAN, and cutting-edge advancements in Artificial Intelligence (AI) and Machine Learning (ML) to build next-generation digital products.We serve global clients across industries by combining deep engineering expertise with AI-powered intelligence to create future-ready applications that are built to scale and built to last. Our Expertise 1. LLM & AI Engineering We specialize in the latest advancements in Large Language Models (LLMs) and Generative AI, working with: GPT-3.5, GPT-4, GPT-4o, Claude, LLaMA2/3, Mixtral LangChain, Hugging Face Transformers Pinecone, FAISS, ChromaDB, Zilliz (Vector Databases) Prompt Engineering & Injection Defense 2. AI/ML & NLP Text Classification, Entity Extraction, Anomaly Detection Conversational AI, Chatbots, Zero/Few-Shot Learning Predictive Analytics & Model Fine-Tuning Technologies: Scikit-learn, TensorFlow, PyTorch 3. Backend & APIs Robust backend systems using: Python, FastAPI, Flask PostgreSQL, MongoDB, DynamoDB Kafka, Celery, Redis, RabbitMQ RESTful APIs & Microservices 4. Frontend & Integration Interactive, high-performance UIs with: React.js, Angular, Next.js, Vue.js Tailwind CSS, Material UI, Bootstrap Redux, [login to view URL], TypeScript, JavaScript Full-stack API integration 5. Cloud & DevOps Cloud-native, scalable infrastructure: AWS (EC2, S3, RDS, Bedrock, Lambda, SageMaker), GCP Docker, Kubernetes, Git, CI/CD Pipelines Monitoring: Prometheus, Grafana, Sentry, Jaeger ML Workflow Management: Kubeflow What We Build:- AI Chatbots & AI Agents: Custom LLM-powered assistants Document Intelligence Engines: Extract, summarize, extend, or rewrite content Content Generation Systems: Automate copywriting and content creation Real-Time Collaboration Tools: CRDT-based, conflict-free systems Full-Scale SaaS Platforms: End-to-end product engineering Automation Services: Scalable, cloud-based task workflows Technology Stack:- AI/ML: GPT, Claude, Hugging Face, Transformers, Pinecone Frontend: React, Angular, Next.js, Tailwind, Vue.js Backend: Python, FastAPI, Flask, Django, Node.js Databases: PostgreSQL, MongoDB, DynamoDB DevOps: AWS, GCP, Docker, Kubernetes, Git, CI/CD Monitoring: Prometheus, Grafana, Sentry, Jaeger Performance Engineering: Rust (for critical modules) Platform Integrations:- Google Workspace: Docs, Sheets, Mail, Chat Atlassian Suite: Jira, Confluence, Trello, Bitbucket APIs & SDKs: Stripe, Razorpay, Auth0, Mixpanel, and more Why Choose GOHASHINCLUDE? ✅ 15+ Years of Industry Experience ✅ Deep Expertise in AI/ML & Modern Stacks ✅ End-to-End Product Engineering ✅ Scalable, Cloud-Native Solutions ✅ Agile & Collaborative Engagement Model ✅ Future-Ready Architecture with Strong DevOps