diff --git a/.changeset/afraid-ends-mate.md b/.changeset/afraid-ends-mate.md
new file mode 100644
index 0000000000..6dcf0b4089
--- /dev/null
+++ b/.changeset/afraid-ends-mate.md
@@ -0,0 +1,4 @@
+---
+---
+
+Fix missing column references in admin stats queries (engagement_reasons, next_step, subscription_status)
diff --git a/server/src/addie/home/builders/admin.ts b/server/src/addie/home/builders/admin.ts
index e6e1102ea6..53a7dfc714 100644
--- a/server/src/addie/home/builders/admin.ts
+++ b/server/src/addie/home/builders/admin.ts
@@ -53,7 +53,13 @@ export async function buildAdminPanel(adminUserId?: string): Promise<AdminPanel>
           COUNT(*) as total,
           COUNT(CASE WHEN o.engagement_score >= 30 THEN 1 END) as hot,
           COUNT(CASE
-            WHEN (o.next_step_due_date IS NOT NULL AND o.next_step_due_date < CURRENT_DATE)
+            WHEN EXISTS (
+              SELECT 1 FROM org_activities
+              WHERE organization_id = o.workos_organization_id
+                AND is_next_step = TRUE
+                AND next_step_completed_at IS NULL
+                AND next_step_due_date < CURRENT_DATE
+            )
               OR EXTRACT(DAY FROM NOW() - COALESCE(
                 (SELECT MAX(activity_date) FROM org_activities WHERE organization_id = o.workos_organization_id),
                 o.created_at
@@ -65,7 +71,7 @@ export async function buildAdminPanel(adminUserId?: string): Promise<AdminPanel>
         WHERE os.user_id = $1
           AND os.role = 'owner'
           AND o.is_personal IS NOT TRUE
-          AND (o.stripe_subscription_status IS NULL OR o.stripe_subscription_status != 'active')
+          AND (o.subscription_status IS NULL OR o.subscription_status != 'active')
       `, [adminUserId]);
 
       const row = result.rows[0];
diff --git a/server/src/addie/mcp/admin-tools.ts b/server/src/addie/mcp/admin-tools.ts
index 8e718e117c..cb9d17cdbd 100644
--- a/server/src/addie/mcp/admin-tools.ts
+++ b/server/src/addie/mcp/admin-tools.ts
@@ -5051,14 +5051,13 @@ Use add_committee_leader to assign a leader.`;
           o.prospect_status,
           o.interest_level,
           o.company_type,
-          (SELECT array_agg(r) FROM (SELECT unnest(engagement_reasons) ORDER BY 1) AS dt(r)) as engagement_reasons,
           (SELECT MAX(activity_date) FROM org_activities WHERE organization_id = o.workos_organization_id) as last_activity
         FROM organizations o
         JOIN org_stakeholders os ON os.organization_id = o.workos_organization_id
         WHERE os.user_id = $1
           AND os.role = 'owner'
           AND o.is_personal IS NOT TRUE
-          AND (o.stripe_subscription_status IS NULL OR o.stripe_subscription_status != 'active')
+          AND (o.subscription_status IS NULL OR o.subscription_status != 'active')
       `;
 
       if (hotOnly) {
@@ -5090,9 +5089,6 @@ Use add_committee_leader to assign a leader.`;
         if (row.prospect_status) response += ` | Status: ${row.prospect_status}`;
         if (row.interest_level) response += ` | Interest: ${row.interest_level}`;
         response += `\n`;
-        if (row.engagement_reasons?.length > 0) {
-          response += `   Signals: ${row.engagement_reasons.join(', ')}\n`;
-        }
         if (row.last_activity) {
           response += `   Last activity: ${new Date(row.last_activity).toLocaleDateString()}\n`;
         }
@@ -5149,7 +5145,7 @@ Use add_committee_leader to assign a leader.`;
           WHERE os.user_id = $1
             AND os.role = 'owner'
             AND o.is_personal IS NOT TRUE
-            AND (o.stripe_subscription_status IS NULL OR o.stripe_subscription_status != 'active')
+            AND (o.subscription_status IS NULL OR o.subscription_status != 'active')
         )
         SELECT *,
           CASE
@@ -5221,11 +5217,10 @@ Use add_committee_leader to assign a leader.`;
           o.email_domain,
           o.engagement_score,
           o.prospect_status,
-          o.company_type,
-          (SELECT array_agg(r) FROM (SELECT unnest(engagement_reasons) ORDER BY 1) AS dt(r)) as engagement_reasons
+          o.company_type
         FROM organizations o
         WHERE o.is_personal IS NOT TRUE
-          AND (o.stripe_subscription_status IS NULL OR o.stripe_subscription_status != 'active')
+          AND (o.subscription_status IS NULL OR o.subscription_status != 'active')
           AND o.engagement_score >= $1
           AND NOT EXISTS (
             SELECT 1 FROM org_stakeholders os
@@ -5253,9 +5248,6 @@ Use add_committee_leader to assign a leader.`;
         response += `   Score: ${row.engagement_score || 0}`;
         if (row.company_type) response += ` | Type: ${row.company_type}`;
         response += `\n`;
-        if (row.engagement_reasons?.length > 0) {
-          response += `   Signals: ${row.engagement_reasons.join(', ')}\n`;
-        }
         response += `   ID: ${row.org_id}\n`;
         response += `\n`;
       }
diff --git a/server/src/routes/admin/stats.ts b/server/src/routes/admin/stats.ts
index 17cbb066a6..bf57b4eb7d 100644
--- a/server/src/routes/admin/stats.ts
+++ b/server/src/routes/admin/stats.ts
@@ -393,14 +393,13 @@ export function setupStatsRoutes(apiRouter: Router): void {
             o.email_domain,
             o.engagement_score,
             o.prospect_status,
-            o.interest_level,
-            (SELECT array_agg(r) FROM (SELECT unnest(engagement_reasons) ORDER BY 1) AS dt(r)) as engagement_reasons
+            o.interest_level
           FROM organizations o
           JOIN org_stakeholders os ON os.organization_id = o.workos_organization_id
           WHERE os.user_id = $1
             AND os.role = 'owner'
             AND o.is_personal IS NOT TRUE
-            AND (o.stripe_subscription_status IS NULL OR o.stripe_subscription_status != 'active')
+            AND (o.subscription_status IS NULL OR o.subscription_status != 'active')
             AND o.engagement_score >= 30
           ORDER BY o.engagement_score DESC
           LIMIT 5
@@ -414,8 +413,8 @@ export function setupStatsRoutes(apiRouter: Router): void {
               o.name,
               o.email_domain,
               o.engagement_score,
-              o.next_step,
-              o.next_step_due_date,
+              ns.description as next_step,
+              ns.next_step_due_date,
               (SELECT MAX(activity_date) FROM org_activities WHERE organization_id = o.workos_organization_id) as last_activity,
               EXTRACT(DAY FROM NOW() - COALESCE(
                 (SELECT MAX(activity_date) FROM org_activities WHERE organization_id = o.workos_organization_id),
@@ -423,10 +422,19 @@ export function setupStatsRoutes(apiRouter: Router): void {
               )) as days_since_activity
             FROM organizations o
             JOIN org_stakeholders os ON os.organization_id = o.workos_organization_id
+            LEFT JOIN LATERAL (
+              SELECT description, next_step_due_date
+              FROM org_activities
+              WHERE organization_id = o.workos_organization_id
+                AND is_next_step = TRUE
+                AND next_step_completed_at IS NULL
+              ORDER BY next_step_due_date ASC NULLS LAST
+              LIMIT 1
+            ) ns ON true
             WHERE os.user_id = $1
               AND os.role = 'owner'
               AND o.is_personal IS NOT TRUE
-              AND (o.stripe_subscription_status IS NULL OR o.stripe_subscription_status != 'active')
+              AND (o.subscription_status IS NULL OR o.subscription_status != 'active')
           )
           SELECT *,
             CASE
@@ -467,7 +475,13 @@ export function setupStatsRoutes(apiRouter: Router): void {
             COUNT(*) as total,
             COUNT(CASE WHEN o.engagement_score >= 30 THEN 1 END) as hot,
             COUNT(CASE
-              WHEN (o.next_step_due_date IS NOT NULL AND o.next_step_due_date < CURRENT_DATE)
+              WHEN EXISTS (
+                SELECT 1 FROM org_activities
+                WHERE organization_id = o.workos_organization_id
+                  AND is_next_step = TRUE
+                  AND next_step_completed_at IS NULL
+                  AND next_step_due_date < CURRENT_DATE
+              )
                 OR EXTRACT(DAY FROM NOW() - COALESCE(
                   (SELECT MAX(activity_date) FROM org_activities WHERE organization_id = o.workos_organization_id),
                   o.created_at
@@ -479,7 +493,7 @@ export function setupStatsRoutes(apiRouter: Router): void {
           WHERE os.user_id = $1
             AND os.role = 'owner'
             AND o.is_personal IS NOT TRUE
-            AND (o.stripe_subscription_status IS NULL OR o.stripe_subscription_status != 'active')
+            AND (o.subscription_status IS NULL OR o.subscription_status != 'active')
         `, [userId]),
       ]);