diff --git a/app/main.py b/app/main.py
index 6ddf76b..296c97f 100644
--- a/app/main.py
+++ b/app/main.py
@@ -3131,9 +3131,25 @@ async def admin_overview(request: Request):
             total_spend += spend
             total_all_time += member_all_time
 
+    # Bot and sandbox teams: real spend, but not members. Surfaced in their own
+    # category so the co-op's own usage is accountable without inflating member
+    # counts — the same reasoning as the operator accounts above.
+    agents = [
+        {
+            "alias": alias,
+            "spend": float(t.get("spend") or 0.0),
+            "budget": t.get("max_budget"),
+            "team_members": len(t.get("members_with_roles") or []),
+        }
+        for alias, t in teams.items()
+        if alias and not alias.startswith("member:")
+    ]
+    agents.sort(key=lambda a: a["spend"], reverse=True)
+
     return {
         "members": members,
         "admins": admins,
+        "agents": agents,
         "totals": {
             "members": len(members),
             "active": sum(1 for m in members if m["active"]),
diff --git a/metrics_snapshot.py b/metrics_snapshot.py
index 133a168..c06effb 100644
--- a/metrics_snapshot.py
+++ b/metrics_snapshot.py
@@ -143,21 +143,32 @@ def listmonk_joins() -> list[str] | None:
     return joins or None
 
 
+# Utility/operator accounts are not members. The panel has always excluded them
+# (OPERATOR_EMAILS in app/main.py) while the metrics counted every row, so the two
+# disagreed. Same variable name, same default, so they cannot drift apart again.
+OPERATOR_EMAILS = {
+    e.strip().lower()
+    for e in os.environ.get("OPERATOR_EMAILS", "info@inference.coop,bot@inference.coop").split(",")
+    if e.strip()
+}
+
+
 def from_sqlite() -> dict:
-    """Members, plus the provisioning dates that give the growth curve."""
+    """Members, plus the provisioning dates that give the growth curve.
+
+    Operator/utility accounts are excluded, matching the panel's member count.
+    """
     conn = connect()
     try:
-        active = conn.execute("SELECT COUNT(*) FROM members WHERE active=1").fetchone()[0]
-        total = conn.execute("SELECT COUNT(*) FROM members").fetchone()[0]
-        joins = [
-            row[0]
-            for row in conn.execute(
-                "SELECT welcome_sent_at FROM members WHERE welcome_sent_at IS NOT NULL AND welcome_sent_at != ''"
-            )
-        ]
+        rows = conn.execute("SELECT email, active, welcome_sent_at FROM members").fetchall()
     finally:
         conn.close()
-    return {"active": active, "total": total, "joins": joins}
+    real = [r for r in rows if (r[0] or "").strip().lower() not in OPERATOR_EMAILS]
+    return {
+        "active": sum(1 for r in real if r[1]),
+        "total": len(real),
+        "joins": [r[2] for r in real if r[2]],
+    }
 
 
 def from_listmonk() -> int | None: