diff --git a/axum-extra/CHANGELOG.md b/axum-extra/CHANGELOG.md
index a93e88e0..b1dd34c3 100644
--- a/axum-extra/CHANGELOG.md
+++ b/axum-extra/CHANGELOG.md
@@ -12,9 +12,11 @@ and this project adheres to [Semantic Versioning].
 - **changed:** For methods that accept some `S: Service`, the bounds have been
   relaxed so the response type must implement `IntoResponse` rather than being a
   literal `Response`
+- **added:** Support chaining handlers with `HandlerCallWithExtractors::or` ([#1170])
 - **change:** axum-extra's MSRV is now 1.60 ([#1239])
 
 [#1119]: https://github.com/tokio-rs/axum/pull/1119
+[#1170]: https://github.com/tokio-rs/axum/pull/1170
 [#1239]: https://github.com/tokio-rs/axum/pull/1239
 
 # 0.3.5 (27. June, 2022)
diff --git a/axum-extra/src/handler/mod.rs b/axum-extra/src/handler/mod.rs
new file mode 100644
index 00000000..5a5ccf1f
--- /dev/null
+++ b/axum-extra/src/handler/mod.rs
@@ -0,0 +1,192 @@
+//! Additional handler utilities.
+
+use axum::{
+    extract::{FromRequest, RequestParts},
+    handler::Handler,
+    response::{IntoResponse, Response},
+};
+use futures_util::future::{BoxFuture, FutureExt, Map};
+use std::{future::Future, marker::PhantomData};
+
+mod or;
+
+pub use self::or::Or;
+
+/// Trait for async functions that can be used to handle requests.
+///
+/// This trait is similar to [`Handler`] but rather than taking the request it takes the extracted
+/// inputs.
+///
+/// The drawbacks of this trait is that you cannot apply middleware to individual handlers like you
+/// can with [`Handler::layer`].
+pub trait HandlerCallWithExtractors<T, B>: Sized {
+    /// The type of future calling this handler returns.
+    type Future: Future<Output = Response> + Send + 'static;
+
+    /// Call the handler with the extracted inputs.
+    fn call(self, extractors: T) -> <Self as HandlerCallWithExtractors<T, B>>::Future;
+
+    /// Conver this `HandlerCallWithExtractors` into [`Handler`].
+    fn into_handler(self) -> IntoHandler<Self, T, B> {
+        IntoHandler {
+            handler: self,
+            _marker: PhantomData,
+        }
+    }
+
+    /// Chain two handlers together, running the second one if the first one rejects.
+    ///
+    /// Note that this only moves to the next handler if an extractor fails. The response from
+    /// handlers are not considered.
+    ///
+    /// # Example
+    ///
+    /// ```
+    /// use axum_extra::handler::HandlerCallWithExtractors;
+    /// use axum::{
+    ///     Router,
+    ///     async_trait,
+    ///     routing::get,
+    ///     extract::FromRequest,
+    /// };
+    ///
+    /// // handlers for varying levels of access
+    /// async fn admin(admin: AdminPermissions) {
+    ///     // request came from an admin
+    /// }
+    ///
+    /// async fn user(user: User) {
+    ///     // we have a `User`
+    /// }
+    ///
+    /// async fn guest() {
+    ///     // `AdminPermissions` and `User` failed, so we're just a guest
+    /// }
+    ///
+    /// // extractors for checking permissions
+    /// struct AdminPermissions {}
+    ///
+    /// #[async_trait]
+    /// impl<B: Send> FromRequest<B> for AdminPermissions {
+    ///     // check for admin permissions...
+    ///     # type Rejection = ();
+    ///     # async fn from_request(req: &mut axum::extract::RequestParts<B>) -> Result<Self, Self::Rejection> {
+    ///     #     todo!()
+    ///     # }
+    /// }
+    ///
+    /// struct User {}
+    ///
+    /// #[async_trait]
+    /// impl<B: Send> FromRequest<B> for User {
+    ///     // check for a logged in user...
+    ///     # type Rejection = ();
+    ///     # async fn from_request(req: &mut axum::extract::RequestParts<B>) -> Result<Self, Self::Rejection> {
+    ///     #     todo!()
+    ///     # }
+    /// }
+    ///
+    /// let app = Router::new().route(
+    ///     "/users/:id",
+    ///     get(
+    ///         // first try `admin`, if that rejects run `user`, finally falling back
+    ///         // to `guest`
+    ///         admin.or(user).or(guest)
+    ///     )
+    /// );
+    /// # let _: Router = app;
+    /// ```
+    fn or<R, Rt>(self, rhs: R) -> Or<Self, R, T, Rt, B>
+    where
+        R: HandlerCallWithExtractors<Rt, B>,
+    {
+        Or {
+            lhs: self,
+            rhs,
+            _marker: PhantomData,
+        }
+    }
+}
+
+macro_rules! impl_handler_call_with {
+    ( $($ty:ident),* $(,)? ) => {
+        #[allow(non_snake_case)]
+        impl<F, Fut, B, $($ty,)*> HandlerCallWithExtractors<($($ty,)*), B> for F
+        where
+            F: FnOnce($($ty,)*) -> Fut,
+            Fut: Future + Send + 'static,
+            Fut::Output: IntoResponse,
+        {
+            // this puts `futures_util` in our public API but thats fine in axum-extra
+            type Future = Map<Fut, fn(Fut::Output) -> Response>;
+
+            fn call(
+                self,
+                ($($ty,)*): ($($ty,)*),
+            ) -> <Self as HandlerCallWithExtractors<($($ty,)*), B>>::Future {
+                self($($ty,)*).map(IntoResponse::into_response)
+            }
+        }
+    };
+}
+
+impl_handler_call_with!();
+impl_handler_call_with!(T1);
+impl_handler_call_with!(T1, T2);
+impl_handler_call_with!(T1, T2, T3);
+impl_handler_call_with!(T1, T2, T3, T4);
+impl_handler_call_with!(T1, T2, T3, T4, T5);
+impl_handler_call_with!(T1, T2, T3, T4, T5, T6);
+impl_handler_call_with!(T1, T2, T3, T4, T5, T6, T7);
+impl_handler_call_with!(T1, T2, T3, T4, T5, T6, T7, T8);
+impl_handler_call_with!(T1, T2, T3, T4, T5, T6, T7, T8, T9);
+impl_handler_call_with!(T1, T2, T3, T4, T5, T6, T7, T8, T9, T10);
+impl_handler_call_with!(T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11);
+impl_handler_call_with!(T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12);
+impl_handler_call_with!(T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13);
+impl_handler_call_with!(T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14);
+impl_handler_call_with!(T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15);
+impl_handler_call_with!(T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16);
+
+/// A [`Handler`] created from a [`HandlerCallWithExtractors`].
+///
+/// Created with [`HandlerCallWithExtractors::into_handler`].
+#[allow(missing_debug_implementations)]
+pub struct IntoHandler<H, T, B> {
+    handler: H,
+    _marker: PhantomData<fn() -> (T, B)>,
+}
+
+impl<H, T, B> Handler<T, B> for IntoHandler<H, T, B>
+where
+    H: HandlerCallWithExtractors<T, B> + Clone + Send + 'static,
+    T: FromRequest<B> + Send + 'static,
+    T::Rejection: Send,
+    B: Send + 'static,
+{
+    type Future = BoxFuture<'static, Response>;
+
+    fn call(self, req: http::Request<B>) -> Self::Future {
+        Box::pin(async move {
+            let mut req = RequestParts::new(req);
+            match req.extract::<T>().await {
+                Ok(t) => self.handler.call(t).await,
+                Err(rejection) => rejection.into_response(),
+            }
+        })
+    }
+}
+
+impl<H, T, B> Copy for IntoHandler<H, T, B> where H: Copy {}
+
+impl<H, T, B> Clone for IntoHandler<H, T, B>
+where
+    H: Clone,
+{
+    fn clone(&self) -> Self {
+        Self {
+            handler: self.handler.clone(),
+            _marker: self._marker,
+        }
+    }
+}
diff --git a/axum-extra/src/handler/or.rs b/axum-extra/src/handler/or.rs
new file mode 100644
index 00000000..195dcfd8
--- /dev/null
+++ b/axum-extra/src/handler/or.rs
@@ -0,0 +1,151 @@
+use super::HandlerCallWithExtractors;
+use crate::Either;
+use axum::{
+    extract::{FromRequest, RequestParts},
+    handler::Handler,
+    http::Request,
+    response::{IntoResponse, Response},
+};
+use futures_util::future::{BoxFuture, Either as EitherFuture, FutureExt, Map};
+use http::StatusCode;
+use std::{future::Future, marker::PhantomData};
+
+/// [`Handler`] that runs one [`Handler`] and if that rejects it'll fallback to another
+/// [`Handler`].
+///
+/// Created with [`HandlerCallWithExtractors::or`](super::HandlerCallWithExtractors::or).
+#[allow(missing_debug_implementations)]
+pub struct Or<L, R, Lt, Rt, B> {
+    pub(super) lhs: L,
+    pub(super) rhs: R,
+    pub(super) _marker: PhantomData<fn() -> (Lt, Rt, B)>,
+}
+
+impl<B, L, R, Lt, Rt> HandlerCallWithExtractors<Either<Lt, Rt>, B> for Or<L, R, Lt, Rt, B>
+where
+    L: HandlerCallWithExtractors<Lt, B> + Send + 'static,
+    R: HandlerCallWithExtractors<Rt, B> + Send + 'static,
+    Rt: Send + 'static,
+    Lt: Send + 'static,
+    B: Send + 'static,
+{
+    // this puts `futures_util` in our public API but thats fine in axum-extra
+    type Future = EitherFuture<
+        Map<L::Future, fn(<L::Future as Future>::Output) -> Response>,
+        Map<R::Future, fn(<R::Future as Future>::Output) -> Response>,
+    >;
+
+    fn call(
+        self,
+        extractors: Either<Lt, Rt>,
+    ) -> <Self as HandlerCallWithExtractors<Either<Lt, Rt>, B>>::Future {
+        match extractors {
+            Either::Left(lt) => self
+                .lhs
+                .call(lt)
+                .map(IntoResponse::into_response as _)
+                .left_future(),
+            Either::Right(rt) => self
+                .rhs
+                .call(rt)
+                .map(IntoResponse::into_response as _)
+                .right_future(),
+        }
+    }
+}
+
+impl<B, L, R, Lt, Rt> Handler<(Lt, Rt), B> for Or<L, R, Lt, Rt, B>
+where
+    L: HandlerCallWithExtractors<Lt, B> + Clone + Send + 'static,
+    R: HandlerCallWithExtractors<Rt, B> + Clone + Send + 'static,
+    Lt: FromRequest<B> + Send + 'static,
+    Rt: FromRequest<B> + Send + 'static,
+    Lt::Rejection: Send,
+    Rt::Rejection: Send,
+    B: Send + 'static,
+{
+    // this puts `futures_util` in our public API but thats fine in axum-extra
+    type Future = BoxFuture<'static, Response>;
+
+    fn call(self, req: Request<B>) -> Self::Future {
+        Box::pin(async move {
+            let mut req = RequestParts::new(req);
+
+            if let Ok(lt) = req.extract::<Lt>().await {
+                return self.lhs.call(lt).await;
+            }
+
+            if let Ok(rt) = req.extract::<Rt>().await {
+                return self.rhs.call(rt).await;
+            }
+
+            StatusCode::NOT_FOUND.into_response()
+        })
+    }
+}
+
+impl<L, R, Lt, Rt, B> Copy for Or<L, R, Lt, Rt, B>
+where
+    L: Copy,
+    R: Copy,
+{
+}
+
+impl<L, R, Lt, Rt, B> Clone for Or<L, R, Lt, Rt, B>
+where
+    L: Clone,
+    R: Clone,
+{
+    fn clone(&self) -> Self {
+        Self {
+            lhs: self.lhs.clone(),
+            rhs: self.rhs.clone(),
+            _marker: self._marker,
+        }
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use crate::test_helpers::*;
+    use axum::{
+        extract::{Path, Query},
+        routing::get,
+        Router,
+    };
+    use serde::Deserialize;
+
+    #[tokio::test]
+    async fn works() {
+        #[derive(Deserialize)]
+        struct Params {
+            a: String,
+        }
+
+        async fn one(Path(id): Path<u32>) -> String {
+            id.to_string()
+        }
+
+        async fn two(Query(params): Query<Params>) -> String {
+            params.a
+        }
+
+        async fn three() -> &'static str {
+            "fallback"
+        }
+
+        let app = Router::new().route("/:id", get(one.or(two).or(three)));
+
+        let client = TestClient::new(app);
+
+        let res = client.get("/123").send().await;
+        assert_eq!(res.text().await, "123");
+
+        let res = client.get("/foo?a=bar").send().await;
+        assert_eq!(res.text().await, "bar");
+
+        let res = client.get("/foo").send().await;
+        assert_eq!(res.text().await, "fallback");
+    }
+}
diff --git a/axum-extra/src/lib.rs b/axum-extra/src/lib.rs
index a63080eb..6f7ac4e2 100644
--- a/axum-extra/src/lib.rs
+++ b/axum-extra/src/lib.rs
@@ -63,14 +63,61 @@
 #![cfg_attr(docsrs, feature(doc_cfg, doc_auto_cfg))]
 #![cfg_attr(test, allow(clippy::float_cmp))]
 
+use axum::{
+    async_trait,
+    extract::{FromRequest, RequestParts},
+    response::IntoResponse,
+};
+
 pub mod body;
 pub mod extract;
+pub mod handler;
 pub mod response;
 pub mod routing;
 
 #[cfg(feature = "json-lines")]
 pub mod json_lines;
 
+/// Combines two extractors or responses into a single type.
+#[derive(Debug, Copy, Clone)]
+pub enum Either<L, R> {
+    /// A value of type L.
+    Left(L),
+    /// A value of type R.
+    Right(R),
+}
+
+#[async_trait]
+impl<L, R, B> FromRequest<B> for Either<L, R>
+where
+    L: FromRequest<B>,
+    R: FromRequest<B>,
+    B: Send,
+{
+    type Rejection = R::Rejection;
+
+    async fn from_request(req: &mut RequestParts<B>) -> Result<Self, Self::Rejection> {
+        if let Ok(l) = req.extract().await {
+            return Ok(Either::Left(l));
+        }
+
+        Ok(Either::Right(req.extract().await?))
+    }
+}
+
+impl<L, R> IntoResponse for Either<L, R>
+where
+    L: IntoResponse,
+    R: IntoResponse,
+{
+    fn into_response(self) -> axum::response::Response {
+        match self {
+            Self::Left(inner) => inner.into_response(),
+            Self::Right(inner) => inner.into_response(),
+        }
+    }
+}
+
 #[cfg(feature = "typed-routing")]
 #[doc(hidden)]
 pub mod __private {