Update README.md

README.md

@@ -22,18 +22,24 @@ Gain Energy is at the forefront of integrating cutting-edge AI technologies into
 
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-## 🚀 Our Solutions
+## 🚀 Our AI Solutions
 
-### **UPSTRIMA Suite**
+### **UPSTRIMA AI Suite**
 
-Gain Energy's flagship product, the **UPSTRIMA suite**, offers comprehensive AI-driven tools designed to cater to individual engineers and large enterprises in the oil and gas industry.
+Gain Energy's flagship product, the **UPSTRIMA AI Suite**, provides comprehensive AI-driven tools for **engineers, drilling specialists, and energy enterprises**.
 
-- **Personal**: A personalized AI assistant trained on proprietary data, workflows, manuals, and formulas to support individual engineers in their daily operations.
-- **Enterprise**: Team-based AI assistants that facilitate collaboration, knowledge sharing, and streamlined workflows for organizations.
+- **Personal AI Assistant**: Supports engineers with proprietary data, workflows, manuals, and calculations.
+- **Enterprise AI**: Facilitates collaboration, knowledge sharing, and AI-powered workflows for organizations.
 
-### **OGAI LLM**
+### **OGAI Large Language Model (LLM) Family**
+Our proprietary **OGAI LLM** models are purpose-built for the **oil and gas industry**, fine-tuned on technical datasets and industry-specific knowledge.
 
-Our proprietary **OGAI LLM** is a custom Large Language Model trained on **Llama 3.1 70B**, specifically tailored for the oil and gas industry. This powerful tool handles complex technical queries and supports personalized training solutions, driving digital transformation and operational excellence.
+| **Model**         | **Use Case** |
+|------------------|-------------|
+| **OGAI-R1**      | Reservoir Intelligence & Geoscience AI |
+| **OGMOE**        | Mixture of Experts for Drilling Optimization |
+| **OGAI-8x22B**   | High-Performance LLM for Engineering Reasoning |
+| **OGAI-8x7B**    | RAG-Optimized AI for Oil & Gas Workflows |
 
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@@ -41,7 +47,7 @@ Our proprietary **OGAI LLM** is a custom Large Language Model trained on **Llama
 
 - **Frontend**: React.js, Material-UI, Redux
 - **Backend**: Node.js, Express.js, GraphQL APIs, RESTful APIs
-- **AI Services**: OGAI LLM, OpenAI GPT-4, LangChain, FAISS/Pinecone
+- **AI Services**: OGAI LLM Family, OpenAI GPT-4, LangChain, FAISS/Pinecone
 - **Data Storage**: PostgreSQL, MongoDB, AWS S3
 - **Infrastructure**: Docker, Kubernetes, AWS/GCP
 - **Security**: OAuth 2.0, JWT with Scopes, RBAC, AES-256 Encryption, SSO & MFA, VPCs
@@ -53,10 +59,10 @@ Our proprietary **OGAI LLM** is a custom Large Language Model trained on **Llama
 
 ## 🔒 Security & Compliance
 
-Gain Energy ensures robust security protocols to protect your data and comply with international standards:
+We follow best-in-class security and compliance practices to protect user data:
 
 - **Compliance**: GDPR, HIPAA, ISO 27001, SOC 2
-- **Data Protection**: AES-256 encryption for data at rest and TLS for data in transit
+- **Data Protection**: AES-256 encryption for data at rest, TLS for data in transit
 - **Access Control**: Role-Based Access Control (RBAC), Single Sign-On (SSO), Multi-Factor Authentication (MFA)
 
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@@ -72,7 +78,7 @@ Gain Energy ensures robust security protocols to protect your data and comply wi
 
 ## 📈 Our Vision
 
-At Gain Energy, we believe in harnessing the power of AI to create sustainable and efficient energy solutions. Our vision is to lead the digital transformation in the oil and gas industry, delivering unparalleled value and driving significant market impact.
+At Gain Energy, we believe in **harnessing AI** to create **sustainable, efficient energy solutions**. Our vision is to lead the **digital transformation in oil and gas**, ensuring **operational excellence, cost efficiency, and environmental sustainability**.
 
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