diff --git a/wwwroot/api/cockpit_chat.dspy b/wwwroot/api/cockpit_chat.dspy
index 07ccbf0..96db287 100644
--- a/wwwroot/api/cockpit_chat.dspy
+++ b/wwwroot/api/cockpit_chat.dspy
@@ -447,12 +447,16 @@ async def _find_project(sor, name, org_id):
         {"name": name, "oid": org_id})
     if recs:
         return recs[0]
-    # Fuzzy match: name contains keyword
-    # Use f-string for LIKE to avoid aiomysql % escaping issues
-    kw = name.replace("'", "''")
-    sql = f"SELECT id, name FROM sd_projects WHERE name LIKE '%{kw}%' AND org_id='{org_id}' LIMIT 1"
-    recs = await sor.sqlExe(sql, {})
-    return recs[0] if recs else None
+    # Fuzzy: load all projects for this org and match in Python
+    all_recs = await sor.sqlExe(
+        "SELECT id, name FROM sd_projects WHERE org_id=${oid}$",
+        {"oid": org_id})
+    kw = name.lower()
+    for rec in (all_recs or []):
+        rname = (getattr(rec, 'name', '') or '').lower()
+        if kw in rname:
+            return rec
+    return None
 
 
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