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README.md

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+# Ground Truth Systems
+
+**Safe, Verifiable, Scalable AI for Healthcare**
+
+[Website](https://www.groundtruthsystems.com/)
+
+---
+
+## About Us
+
+> **Ground Truth** *(noun)* `/ɡraʊnd/ /truθ/`  
+> Accurate and reliable information or data that represents real-world, verifiable facts and insights used to ensure the trustworthiness and explainability of recommendations and decisions.
+
+Most clinical AI runs on large language models alone. While standalone LLMs read well, they often reason poorly, hallucinate confidently, and cannot explain their work. 
+
+**Ground Truth Systems (GTS)** builds clinical AI that reasons against a validated medical knowledge base. Every output is traceable, and every regulated decision is defensible—delivering clinical AI that a physician can verify, a regulator can audit, and a lawyer can defend.
+
+---
+
+## System Architecture
+
+Our platform combines human-in-the-loop workflows with structured clinical reasoning and agent governance:
+
+* **The Experience (Fusion — Human + AI):** Human-in-the-loop clinical decision support built for defensible outcomes, transforming clinical documents into verifiable insights.
+* **The Operational Platform (Pipeline):** Automated document-to-data processing for unstructured clinical records at scale.
+* **The Clinical Intelligence (Core):** A Clinical Ontology & Reasoning Engine that grounds and validates every GTS output.
+* **Agent Control Plane:** An agent-agnostic registry and control plane built for regulated agent management.
+
+---
+
+## What We Solve
+
+| Solution | The Problem | Our Answer |
+| :--- | :--- | :--- |
+| **Pipeline Extract** | Thousands of documents with no structured data. | Agentic extraction that turns unstructured medical records into structured, traceable clinical data at scale. |
+| **Pipeline FHIR** | Clinical documents trapped outside your data ecosystem. | Automated pipelines that take unstructured medical records in and output FHIR-compliant resources. |
+| **Fusion IMR** | Reviewers spending hours manually parsing every case file. | AI-powered decision support that builds the evidence chain before your reviewer opens the file. |
+| **Fusion Litigation** | Litigation teams buried in manual document discovery. | Automated clinical document review that identifies what matters and traces every insight directly to the source. |
+
+---
+
+## Connect With Us
+
+Interested in seeing what verifiable clinical AI looks like in practice? 
+* **Request a Demo & Contact:** [groundtruthsystems.com](https://www.groundtruthsystems.com/)