diff --git a/src/TracedRArray.jl b/src/TracedRArray.jl
index 6105bca78..c2e2e0cb9 100644
--- a/src/TracedRArray.jl
+++ b/src/TracedRArray.jl
@@ -1,5 +1,6 @@
 module TracedRArrayOverrides
 
+using Adapt: WrappedReshapedArray
 using Base.Broadcast
 using Base.Broadcast: BroadcastStyle, Broadcasted, AbstractArrayStyle, instantiate
 
@@ -87,7 +88,7 @@ end
 function generate_index_list(i1, is...)
     list = reshape(i1, :, 1) .- 1
     for i in is
-        i = reshape(i, :, 1)
+        i = TracedUtils.broadcast_to_size(i, (length(i), 1))
         lorig = size(list, 1)
         list = repeat(list, size(i, 1), 1)
         i = repeat(i; inner=(lorig, 1)) .- 1
@@ -196,8 +197,12 @@ function Base.getindex(a::TracedRArray{T,N}, indices::Vararg{Any,N}) where {T,N}
         if any(i -> unwrapped_eltype(i) <: Bool, indices)
             error("Boolean indexing with TracedRArrays isn't fully supported yet.")
         end
-        indices, integer_indices, result_size, _ = TracedUtils.traced_indices(indices...)
-        res = Ops.gather_getindex(a, generate_index_list(indices...))
+        indices, integer_indices, result_size, preddim_result_size, _ = TracedUtils.traced_indices(
+            indices...
+        )
+        res = Ops.reshape(
+            Ops.gather_getindex(a, generate_index_list(indices...)), preddim_result_size
+        )
         isempty(integer_indices) ||
             (res = materialize_traced_array(dropdims(res; dims=integer_indices)))
         return Ops.reshape(res, result_size)
@@ -228,6 +233,24 @@ function Base.getindex(a::WrappedTracedRArray, indices...)
     return getindex(ancestor(a), TracedUtils.get_ancestor_indices(a, indices...)...)
 end
 
+## Specialize certain dispatches for better codegen
+for aType in (
+    WrappedReshapedArray{TracedRNumber{T},N,TracedRArray{T,M}} where {T,N,M},
+    PermutedDimsArray{
+        TracedRNumber{T},N,perm,iperm,TracedRArray{T,N}
+    } where {T,N,perm,iperm},
+)
+    @eval begin
+        function Base.getindex(a::$aType, indices::Union{Int,TracedRNumber{Int}}...)
+            return getindex(materialize_traced_array(a), indices...)
+        end
+
+        function Base.getindex(a::$aType, indices...)
+            return getindex(materialize_traced_array(a), indices...)
+        end
+    end
+end
+
 function maybe_assert_scalar_setindexing(
     ::TracedRArray{T,N}, ::Vararg{Union{Int,TracedRNumber{Int}},N}
 ) where {T,N}
diff --git a/src/TracedUtils.jl b/src/TracedUtils.jl
index 66d7ac665..84a69b0c8 100644
--- a/src/TracedUtils.jl
+++ b/src/TracedUtils.jl
@@ -67,7 +67,9 @@ function get_ancestor_indices(
     @assert length(indices) == N "Expected $N indices, got $(length(indices))"
     indices = normalize_indices(x, indices...)
     if any(is_traced, indices)
-        indices, integer_indices, result_size, flattened_size = traced_indices(indices...)
+        indices, integer_indices, result_size, _, flattened_size = traced_indices(
+            indices...
+        )
         linear_indices = mapreduce(+, enumerate(indices)) do (i, idx)
             bcasted_idxs = Ops.broadcast_in_dim(
                 idx, ndims(idx) == 0 ? Int64[] : Int64[i], flattened_size
@@ -704,18 +706,27 @@ end
 function traced_indices(indices...)
     integer_indices = Int64[]
     result_size = Int64[]
+    preddim_result_size = Int64[]
     flattened_size = Int64[length(idx) for idx in indices]
     new_indices = map(enumerate(indices)) do (i, idx)
         if idx isa Number
+            push!(preddim_result_size, 1)
             push!(integer_indices, i)
             idx isa TracedRNumber && return idx
             return promote_to(TracedRNumber{Int}, idx)
         end
+        append!(preddim_result_size, [size(idx)...])
         append!(result_size, [size(idx)...])
         idx isa TracedRArray && return materialize_traced_array(vec(idx))
         return promote_to(TracedRArray{Int,1}, vec(idx))
     end
-    return new_indices, Tuple(integer_indices), result_size, flattened_size
+    return (
+        new_indices,
+        Tuple(integer_indices),
+        result_size,
+        preddim_result_size,
+        flattened_size,
+    )
 end
 
 end
diff --git a/test/wrapped_arrays.jl b/test/wrapped_arrays.jl
index da8ae34eb..87915ffe0 100644
--- a/test/wrapped_arrays.jl
+++ b/test/wrapped_arrays.jl
@@ -243,3 +243,24 @@ end
     x_ra = Reactant.to_rarray(rand(3, 4, 3))
     @test @jit(fn(x_ra)) == fn(Array(x_ra))
 end
+
+function reshape_getindex(x)
+    x = reshape(x, 2, 4, 3)
+    return x[1, :, :]
+end
+
+function permutedims_getindex(x)
+    x = PermutedDimsArray(x, (2, 1))
+    return x[1, :]
+end
+
+@testset "no gather getindex" begin
+    x = ones(8, 3)
+    x_ra = Reactant.to_rarray(x)
+
+    hlo = repr(@code_hlo(reshape_getindex(x_ra)))
+    @test !occursin("stablehlo.gather", hlo)
+
+    hlo = repr(@code_hlo(permutedims_getindex(x_ra)))
+    @test !occursin("stablehlo.gather", hlo)
+end