diff --git a/benchmarks/api_benchmark.py b/benchmarks/api_benchmark.py
index 768cb4b1f..c668b4cee 100644
--- a/benchmarks/api_benchmark.py
+++ b/benchmarks/api_benchmark.py
@@ -836,5 +836,41 @@ def device_put(state):
   while state:
     _ = jax.device_put(x).block_until_ready()
 
+
+def batch_inplace_while(inplace_op, state):
+
+  @jax.jit
+  @jax.vmap
+  def f(init_step, init_xs):
+
+    def cond(carry):
+      step, xs = carry
+      return step < xs.size
+
+    def body(carry):
+      step, xs = carry
+      if inplace_op == 'scatter':
+        xs = xs.at[step].set(1)
+      elif inplace_op == 'dynamic_update_slice':
+        xs = lax.dynamic_update_index_in_dim(xs, 1., step, 0)
+      else:
+        assert False
+      return step + 1, xs
+
+    return lax.while_loop(cond, body, (init_step, init_xs))
+
+  size = 100_000
+  args = jnp.array([0]), jnp.zeros((1, size))
+  f(*args)  # compile
+  while state:
+    f(*args)
+
+
+google_benchmark.register(
+    partial(batch_inplace_while, 'scatter'), name='batch_inplace_while_scatter')
+google_benchmark.register(
+    partial(batch_inplace_while, 'dynamic_update_slice'),
+    name='batch_inplace_while_dynamic_update_slice')
+
 if __name__ == "__main__":
   google_benchmark.main()