diff --git a/esphome/components/wifi/wifi_component.cpp b/esphome/components/wifi/wifi_component.cpp
index 2bd86949e3..a6f44ac758 100644
--- a/esphome/components/wifi/wifi_component.cpp
+++ b/esphome/components/wifi/wifi_component.cpp
@@ -813,7 +813,7 @@ void WiFiComponent::retry_connect() {
 #ifdef USE_WIFI_FAST_CONNECT
     if (this->sta_.empty()) {
       // No configured networks - shouldn't happen in fast_connect mode, but handle defensively
-      ESP_LOGW(TAG, "No configured networks available");
+      ESP_LOGW(TAG, "No configured networks");
       this->restart_adapter();
     } else if (this->trying_loaded_ap_) {
       this->trying_loaded_ap_ = false;
@@ -896,7 +896,7 @@ bool WiFiComponent::load_fast_connect_settings_() {
   if (this->fast_connect_pref_.load(&fast_connect_save)) {
     // Validate saved AP index
     if (fast_connect_save.ap_index < 0 || static_cast<size_t>(fast_connect_save.ap_index) >= this->sta_.size()) {
-      ESP_LOGW(TAG, "Saved AP index out of bounds");
+      ESP_LOGW(TAG, "AP index out of bounds");
       return false;
     }
 
diff --git a/esphome/components/wifi/wifi_component.h b/esphome/components/wifi/wifi_component.h
index defce1d0ac..3dc31880a8 100644
--- a/esphome/components/wifi/wifi_component.h
+++ b/esphome/components/wifi/wifi_component.h
@@ -376,7 +376,7 @@ class WiFiComponent : public Component {
     for (size_t i = 0; i < this->sta_.size(); i++) {
       if (scan_res.matches(this->sta_[i])) {
         if (i > std::numeric_limits<int8_t>::max()) {
-          ESP_LOGE(TAG, "Matched AP index %zu exceeds int8_t range", i);
+          ESP_LOGE(TAG, "AP index %zu too large", i);
           continue;
         }
         this->selected_sta_index_ = static_cast<int8_t>(i);  // Links scan_result_[0] with sta_[i]