diff --git a/doc/make_qbk.py b/doc/make_qbk.py
index 7bf5db409..92e082c03 100755
--- a/doc/make_qbk.py
+++ b/doc/make_qbk.py
@@ -109,7 +109,8 @@ models = ["point", "linestring", "box"
     , "multi_linestring", "multi_point", "multi_polygon", "referring_segment"]
 
 
-strategies = ["distance::pythagoras", "distance::haversine"
+strategies = ["distance::pythagoras", "distance::pythagoras_box_box"
+    , "distance::pythagoras_point_box", "distance::haversine"
     , "distance::cross_track", "distance::projected_point"
     , "within::winding", "within::franklin", "within::crossings_multiply"
     , "area::surveyor", "area::huiller"
diff --git a/doc/quickref.xml b/doc/quickref.xml
index 9e20847d3..e16e6535d 100644
--- a/doc/quickref.xml
+++ b/doc/quickref.xml
@@ -519,6 +519,8 @@
     <simplelist type="vert" columns="1">
      <member><link linkend="geometry.reference.strategies.strategy_distance_projected_point">strategy::distance::projected_point</link></member>
      <member><link linkend="geometry.reference.strategies.strategy_distance_pythagoras">strategy::distance::pythagoras</link></member>
+     <member><link linkend="geometry.reference.strategies.strategy_distance_pythagoras_box_box">strategy::distance::pythagoras_box_box</link></member>
+     <member><link linkend="geometry.reference.strategies.strategy_distance_pythagoras_point_box">strategy::distance::pythagoras_point_box</link></member>
      <member><link linkend="geometry.reference.strategies.strategy_distance_cross_track">strategy::distance::cross_track</link></member>
      <member><link linkend="geometry.reference.strategies.strategy_distance_haversine">strategy::distance::haversine</link></member>
     </simplelist>
diff --git a/doc/reference.qbk b/doc/reference.qbk
index 2b295d677..209ea7005 100644
--- a/doc/reference.qbk
+++ b/doc/reference.qbk
@@ -289,6 +289,8 @@
 
 [section:strategies Strategies]
 [include generated/distance_pythagoras.qbk]
+[include generated/distance_pythagoras_box_box.qbk]
+[include generated/distance_pythagoras_point_box.qbk]
 [include generated/distance_haversine.qbk]
 [include generated/distance_projected_point.qbk]
 [include generated/distance_cross_track.qbk]
diff --git a/include/boost/geometry/strategies/cartesian/distance_pythagoras_box_box.hpp b/include/boost/geometry/strategies/cartesian/distance_pythagoras_box_box.hpp
index de31bf8f3..8a4234282 100644
--- a/include/boost/geometry/strategies/cartesian/distance_pythagoras_box_box.hpp
+++ b/include/boost/geometry/strategies/cartesian/distance_pythagoras_box_box.hpp
@@ -139,7 +139,7 @@ public :
 
 
 /*!
-\brief Strategy to calculate the distance between two points or boxes
+\brief Strategy to calculate the distance between two boxes
 \ingroup strategies
 \tparam CalculationType \tparam_calculation
 
diff --git a/include/boost/geometry/strategies/cartesian/distance_pythagoras_point_box.hpp b/include/boost/geometry/strategies/cartesian/distance_pythagoras_point_box.hpp
index 2641e7829..0ce1d422e 100644
--- a/include/boost/geometry/strategies/cartesian/distance_pythagoras_point_box.hpp
+++ b/include/boost/geometry/strategies/cartesian/distance_pythagoras_point_box.hpp
@@ -84,11 +84,12 @@ namespace comparable
 {
 
 /*!
-\brief Strategy to calculate comparable distance between two points
-\ingroup strategies
-\tparam Point \tparam_first_point
-\tparam Box \tparam_second_box
-\tparam CalculationType \tparam_calculation
+    \brief Strategy to calculate comparable distance between a point
+    and a box
+    \ingroup strategies
+    \tparam Point \tparam_first_point
+    \tparam Box \tparam_second_box
+    \tparam CalculationType \tparam_calculation
 */
 template <typename CalculationType = void>
 class pythagoras_point_box
@@ -132,7 +133,7 @@ public :
 
 
 /*!
-\brief Strategy to calculate the distance between two points or boxes
+\brief Strategy to calculate the distance between a point and a box
 \ingroup strategies
 \tparam CalculationType \tparam_calculation