Update README.md

README.md

@@ -9,34 +9,56 @@ location: New York, NY & Bengaluru, India
 
 # Hyperbots: The Agentic AI Platform for Finance & Accounting
 
-Hyperbots is on a mission to free finance professionals from mundane, repetitive tasks. We build **Agentic AI-native co-pilots** designed to automate end-to-end Finance & Accounting (F&A) processes—from document extraction to autonomous General Ledger (GL) posting.
+**Automating the Office of the CFO with Domain-Specific Intelligence.**
 
-Our platform leverages a proprietary **Mixture-of-Experts (MoE) architecture**, combining Vision-Language Models (VLM), domain-specific LLMs, and mathematical reasoning engines to achieve up to 99.8% accuracy in complex financial workflows.
+Hyperbots is an AI-native organization dedicated to transforming the Finance and Accounting (F&A) function. Unlike general-purpose LLMs, our models are architected to "think like finance professionals"—understanding the nuance of a ledger, the complexity of tax compliance, and the precision required for 3-way matching.
 
-## 🚀 Key Focus Areas
+## 🚀 Mission
+Our mission is to eliminate mundane and repetitive tasks in finance. We leverage **Agentic AI** to move beyond simple document extraction into true **Straight-Through Processing (STP)**, achieving up to 99.8% accuracy in financial document intelligence.
 
-* **Procure-to-Pay (P2P):** Automated invoice processing, 3-way matching, and vendor management.
-* **Order-to-Cash (O2C):** Collections, cash application, and sales tax verification.
-* **Expense Management:** Intelligent document processing (IDP) for receipts and compliance.
-* **Financial Insights:** Real-time forecasting, accruals, and cash flow analytics.
+---
+
+## 🛠 Our Technology Stack
 
-## 🧠 Our Technology Stack
+We develop proprietary models and agentic workflows specifically for the financial domain:
 
-Hyperbots models are built to think like finance analysts. Our open and private repositories on Hugging Face focus on:
+* **HyperLM**: The industry’s first Large Language Model (LLM) trained exclusively on hundreds of millions of financial data points, including invoices, POs, contracts, and GL structures.
+* **Vision-Language Models (VLM)**: Specialized multimodal architectures capable of reading low-quality scans, handwritten notes, and complex tabular data in financial documents.
+* **Agentic Reasoning**: A multi-agent layer that coordinates tasks like validation, anomaly detection, and ERP write-backs with full audit trails.
+* **Finance-Specific MOE**: A Mixture-of-Experts model that routes tasks to specialized sub-networks for tax validation, math interpretation, or regulatory compliance.
 
-- **Finance-Specific LLMs:** Models fine-tuned on millions of financial documents (invoices, POs, contracts).
-- **Vision-Language Layout Models:** Specialized in understanding structured and unstructured financial data.
-- **Reasoning Agents:** Agentic layers that decide task sequences and handle exceptions within ERP systems.
+## 📊 Core Specializations
 
-## 🛠️ Integration & APIs
+### 1. Financial Document Intelligence
+Extracting and validating 140+ fields from complex documents including:
+* **Invoices & Receipts**: Automating the full lifecycle from discovery to GL posting.
+* **Purchase Orders (POs)**: Intelligent 2-way and 3-way matching against GRNs and contracts.
+* **W-9s & Legal Contracts**: Analyzing fine print for payment terms, penalties, and compliance.
 
-Our models are designed for seamless integration with major ERPs (NetSuite, SAP, Sage, Oracle) and can be accessed via our [API Gateway](https://apis.hyperbots.com/).
+### 2. Accounting Logic & Reasoning
+* **GL Coding**: Auto-recommending General Ledger treatments based on historical postings and company-specific charts of accounts.
+* **Accruals & Cash Flow**: Predictive engines for month-end close and cash outflow forecasting.
+* **Tax Compliance**: Real-time sales tax verification and jurisdiction-based withholding logic.
 
-### Quick Links
-- **Documentation:** [apis.hyperbots.com](https://apis.hyperbots.com/)
-- **Website:** [hyperbots.com](https://www.hyperbots.com)
-- **LinkedIn:** [Hyperbots AI](https://www.linkedin.com/company/hyperbots-ai/)
+### 3. Enterprise Integration
+Native, bi-directional connectors for leading ERPs:
+`NetSuite` | `SAP S/4HANA` | `Sage Intacct` | `Microsoft Dynamics 365` | `QuickBooks`
 
 ---
 
-*“Redefining enterprise workflows with domain-first Agentic AI.”*
+## 🔒 Security & Trust
+Finance data requires the highest level of security. Our AI platform is built with:
+* **Secure Redaction Layer**: Removing PII/PHI and sensitive info before any model interaction.
+* **Compliance**: SOC 1 Type 2, SOC 2 Type 2, and ISO 27001 certified.
+* **Human-in-the-Loop**: Seamless exception handling where AI provides "reasons" for its judgment to human controllers.
+
+## 🤝 Connect With Us
+We are building the future of autonomous finance. Explore our models and datasets designed to push the boundaries of Intelligent Document Processing (IDP).
+
+* **API Gateway:** [HyperAPI](https://apis.hyperbots.com/)
+* **Website**: [Hyperbots, Inc.](https://www.hyperbots.com/)
+* **Blog**: [Insights for the Modern CFO](https://blog.hyperbots.com/)
+* **LinkedIn**: [Follow Hyperbots](https://www.linkedin.com/company/hyperbots-inc/posts/?feedView=all)
+
+---
+*Hyperbots is headquartered in New York, with an R&D hub in Bengaluru.*