diff --git a/README.md b/README.md
index d8569f30d..5a68c1c18 100644
--- a/README.md
+++ b/README.md
@@ -739,3 +739,6 @@ For enterprise deployment assistance, custom integrations, or technical support:
 
 *Built for enterprise-scale agentic AI transformation.*
 
+
+> **Disclaimer:** JUNO's AI recommendations may be inaccurate and are provided without warranty.
+> Validate outputs independently before relying on them.
diff --git a/docs/README.md b/docs/README.md
index 3bead65bf..c943805c4 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -188,3 +188,6 @@ git push origin docs/update-feature-docs
 **Last Updated**: Current with latest code release  
 **Maintenance**: Actively maintained with regular updates
 mj3b
+
+> **Disclaimer:** JUNO's AI recommendations may be inaccurate and are provided without warranty.
+> Validate outputs independently before relying on them.
diff --git a/docs/deployment/enterprise-implementation.md b/docs/deployment/enterprise-implementation.md
index 165691c1e..713a0edcb 100644
--- a/docs/deployment/enterprise-implementation.md
+++ b/docs/deployment/enterprise-implementation.md
@@ -359,3 +359,6 @@ Implement regular reviews of AI performance, bias metrics, and ethical complianc
 
 *This enterprise implementation guide provides comprehensive strategies for deploying JUNO at scale while maintaining security, compliance, and operational excellence. Organizations should adapt these recommendations to their specific requirements and regulatory environment.*  mj3b
 
+
+> **Disclaimer:** JUNO's AI recommendations may be inaccurate and are provided without warranty.
+> Validate outputs independently before relying on them.