diff --git a/decorate.go b/decorate.go
index 1e863d391..a241a3cbb 100644
--- a/decorate.go
+++ b/decorate.go
@@ -29,41 +29,82 @@ import (
 )
 
 // Decorate specifies one or more decorator functions to an Fx application.
-// Decorator functions let users augment objects in the graph. They can take in
-// zero or more dependencies that must be provided to the application with fx.Provide,
-// and produce one or more values that can be used by other invoked values.
 //
-// An example decorator is the following function which accepts a value, augments that value,
-// and returns the replacement value.
+// Decorator functions
+//
+// Decorator functions let users augment objects in the graph.
+// They can take in zero or more dependencies that must be provided to the
+// application with fx.Provide, and produce one or more values that can be used
+// by other fx.Provide and fx.Invoke calls.
 //
 //  fx.Decorate(func(log *zap.Logger) *zap.Logger {
 //    return log.Named("myapp")
 //  })
+//  fx.Invoke(func(log *zap.Logger) {
+//    log.Info("hello")
+//    // Output:
+//    // {"level": "info","logger":"myapp","msg":"hello"}
+//  })
 //
-// The following decorator accepts multiple dependencies from the graph, augments and returns
-// one of them.
+// The following decorator accepts multiple dependencies from the graph,
+// augments and returns one of them.
 //
 //  fx.Decorate(func(log *zap.Logger, cfg *Config) *zap.Logger {
 //    return log.Named(cfg.Name)
 //  })
 //
-// Similar to fx.Provide, functions passed to fx.Decorate may optionally return an error
-// as their last result. If a decorator returns a non-nil error, it will halt application startup.
+// Similar to fx.Provide, functions passed to fx.Decorate may optionally return
+// an error as their last result.
+// If a decorator returns a non-nil error, it will halt application startup.
+//
+//  fx.Decorate(func(conn *sql.DB, cfg *Config) (*sql.DB, error) {
+//    if err := conn.Ping(); err != nil {
+//      return sql.Open("driver-name", cfg.FallbackDB)
+//    }
+//    return conn, nil
+//  })
+//
+// Decorators support both, fx.In and fx.Out structs, similar to fx.Provide and
+// fx.Invoke.
+//
+//  type Params struct {
+//    fx.In
+//
+//    Client usersvc.Client `name:"readOnly"`
+//  }
 //
-// All modifications in the object graph due to a decorator are scoped to the fx.Module it was
-// specified from. Decorations specified in the top-level fx.New call apply across the application.
+//  type Result struct {
+//    fx.Out
+//
+//    Client usersvc.Client `name:"readOnly"`
+//  }
 //
-// Decorators can be annotated using fx.Annotate, but not with fx.Annotated. Refer to documentation
-// on fx.Annotate() to learn how to use it for annotating functions.
+//  fx.Decorate(func(p Params) Result {
+//    ...
+//  })
 //
-// Decorators support fx.In and fx.Out structs, similar to fx.Provide and fx.Invoke.
+// Decorators can be annotated with the fx.Annotate function, but not with the
+// fx.Annotated type. Refer to documentation on fx.Annotate() to learn how to
+// use it for annotating functions.
+//
+//  fx.Decorate(
+//    fx.Annotate(
+//      func(client usersvc.Client) usersvc.Client {
+//        // ...
+//      },
+//      fx.ParamTags(`name:"readOnly"`),
+//      fx.ResultTags(`name:"readOnly"`),
+//    ),
+//  )
 //
-// Decorators support value groups as well. For example, the following code shows a decorator
-// which takes in a value group using fx.In struct, and returns another value group.
+// Decorators support augmenting, filtering, or replacing value groups.
+// To decorate a value group, expect the entire value group slice and produce
+// the new slice.
 //
 //  type HandlerParam struct {
 //    fx.In
 //
+//    Log      *zap.Logger
 //    Handlers []Handler `group:"server"
 //  }
 //
@@ -73,11 +114,60 @@ import (
 //    Handlers []Handler `group:"server"
 //  }
 //
+//  fx.Decorate(func(p HandlerParam) HandlerResult {
+//    var r HandlerResult
+//    for _, handler := range p.Handlers {
+//      r.Handlers = append(r.Handlers, wrapWithLogger(p.Log, handler))
+//    }
+//    return r
+//  }),
+//
+// Decorator scope
+//
+// Modifications made to the Fx graph with fx.Decorate are scoped to the
+// deepest fx.Module inside which the decorator was specified.
+//
+//  fx.Module("mymodule",
+//    fx.Decorate(func(log *zap.Logger) *zap.Logger {
+//      return log.Named("myapp")
+//    }),
+//    fx.Invoke(func(log *zap.Logger) {
+//      log.Info("decorated logger")
+//      // Output:
+//      // {"level": "info","logger":"myapp","msg":"decorated logger"}
+//    }),
+//  ),
+//  fx.Invoke(func(log *zap.Logger) {
+//    log.Info("plain logger")
+//    // Output:
+//    // {"level": "info","msg":"plain logger"}
+//  }),
+//
+// Decorations specified in the top-level fx.New call apply across the
+// application and chain with module-specific decorators.
+//
 //  fx.New(
 //    // ...
-//    fx.Decorate(func(p HandlerParam) HandlerResult {
-//      // ...
+//    fx.Decorate(func(log *zap.Logger) *zap.Logger {
+//      return log.With(zap.Field("service", "myservice"))
 //    }),
+//    // ...
+//    fx.Invoke(func(log *zap.Logger) {
+//      log.Info("outer decorator")
+//      // Output:
+//      // {"level": "info","service":"myservice","msg":"outer decorator"}
+//    }),
+//    // ...
+//    fx.Module("mymodule",
+//      fx.Decorate(func(log *zap.Logger) *zap.Logger {
+//        return log.Named("myapp")
+//      }),
+//      fx.Invoke(func(log *zap.Logger) {
+//        log.Info("inner decorator")
+//        // Output:
+//        // {"level": "info","logger":"myapp","service":"myservice","msg":"inner decorator"}
+//      }),
+//    ),
 //  )
 func Decorate(decorators ...interface{}) Option {
 	return decorateOption{