diff --git a/components/esp32s2/system_api_esp32s2.c b/components/esp32s2/system_api_esp32s2.c
index e8a6c4794c..c7c3afc762 100644
--- a/components/esp32s2/system_api_esp32s2.c
+++ b/components/esp32s2/system_api_esp32s2.c
@@ -17,6 +17,7 @@
 #include "esp_system.h"
 #include "esp_private/system_internal.h"
 #include "esp_attr.h"
+#include "esp_efuse.h"
 #include "esp_log.h"
 #include "esp32s2/rom/cache.h"
 #include "esp_rom_uart.h"
@@ -112,9 +113,23 @@ void IRAM_ATTR esp_restart_noos(void)
 
 void esp_chip_info(esp_chip_info_t *out_info)
 {
+    uint32_t pkg_ver = esp_efuse_get_pkg_ver();
+
     memset(out_info, 0, sizeof(*out_info));
 
     out_info->model = CHIP_ESP32S2;
     out_info->cores = 1;
     out_info->features = CHIP_FEATURE_WIFI_BGN;
+
+    switch (pkg_ver) {
+    case 0: // ESP32-S2
+        break;
+    case 1: // ESP32-S2FH16
+        // fallthrough
+    case 2: // ESP32-S2FH32
+        out_info->features |= CHIP_FEATURE_EMB_FLASH;
+        break;
+    default: // New package, features unknown
+        break;
+    }
 }