diff --git a/docs/telemetry.qmd b/docs/telemetry.qmd
index b7c4cb11d..fee4dfcd0 100644
--- a/docs/telemetry.qmd
+++ b/docs/telemetry.qmd
@@ -39,9 +39,9 @@ runtime metrics telemetry.
 The telemetry system will block training startup for 15 seconds to ensure users are
 aware of data collection, unless telemetry is explicitly enabled or disabled.
 
-## Opt-Out Mechanism
+## Opt-In Mechanism
 
-Telemetry is **disable by default** on an opt-in basis. To enable it, set: `AXOLOTL_DO_NOT_TRACK=0`.
+Telemetry is **disabled by default** on an opt-in basis. To enable it, set `AXOLOTL_DO_NOT_TRACK=0`.
 
 To remove the warning message about telemetry that is displayed on train, etc. startup,
 explicitly set: `AXOLOTL_DO_NOT_TRACK=0` (enable telemetry) or `AXOLOTL_DO_NOT_TRACK=1`
diff --git a/src/axolotl/telemetry/manager.py b/src/axolotl/telemetry/manager.py
index ca6983058..e92845d93 100644
--- a/src/axolotl/telemetry/manager.py
+++ b/src/axolotl/telemetry/manager.py
@@ -174,7 +174,7 @@ class TelemetryManager:
             Tuple containing:
                 - Boolean denoting whether telemetry is enabled or not.
         """
-        # Parse relevant env vars and fill opt-out default values
+        # Parse relevant env vars
         axolotl_do_not_track = os.getenv("AXOLOTL_DO_NOT_TRACK")
         do_not_track = os.getenv("DO_NOT_TRACK")