diff --git a/rust/lance-linalg/src/distance/dot.rs b/rust/lance-linalg/src/distance/dot.rs
index abf1ce2e62..7977d24478 100644
--- a/rust/lance-linalg/src/distance/dot.rs
+++ b/rust/lance-linalg/src/distance/dot.rs
@@ -13,7 +13,6 @@ use arrow_array::{cast::AsArray, types::Float32Type, Array, FixedSizeListArray,
 use arrow_schema::DataType;
 use half::{bf16, f16};
 use lance_arrow::{ArrowFloatType, FloatArray};
-#[cfg(feature = "fp16kernels")]
 use lance_core::utils::cpu::SimdSupport;
 use lance_core::utils::cpu::FP16_SIMD_SUPPORT;
 use num_traits::{real::Real, AsPrimitive, Num};
@@ -85,7 +84,6 @@ impl Dot for bf16 {
     }
 }
 
-#[cfg(feature = "fp16kernels")]
 mod kernel {
     use super::*;
 
@@ -94,7 +92,7 @@ mod kernel {
     extern "C" {
         #[cfg(target_arch = "aarch64")]
         pub fn dot_f16_neon(ptr1: *const f16, ptr2: *const f16, len: u32) -> f32;
-        #[cfg(all(kernel_support = "avx512", target_arch = "x86_64"))]
+        #[cfg(target_arch = "x86_64")]
         pub fn dot_f16_avx512(ptr1: *const f16, ptr2: *const f16, len: u32) -> f32;
         #[cfg(target_arch = "x86_64")]
         pub fn dot_f16_avx2(ptr1: *const f16, ptr2: *const f16, len: u32) -> f32;
@@ -108,23 +106,27 @@ mod kernel {
 impl Dot for f16 {
     #[inline]
     fn dot(x: &[Self], y: &[Self]) -> f32 {
+        #[cfg(target_arch = "x86_64")]
+        {
+            if is_x86_feature_detected!("avx512fp16") {
+                return unsafe { kernel::dot_f16_avx512(x.as_ptr(), y.as_ptr(), x.len() as u32) };
+            }
+            if is_x86_feature_detected!("avx2") {
+                return unsafe { kernel::dot_f16_avx2(x.as_ptr(), y.as_ptr(), x.len() as u32) };
+            }
+        }
+
+        #[cfg(target_arch = "aarch64")]
+        {
+            // TODO: add SVE
+            if std::arch::is_aarch64_feature_detected!("neon")
+                && std::arch::is_aarch64_feature_detected!("fp16")
+            {
+                return unsafe { kernel::dot_f16_neon(x.as_ptr(), y.as_ptr(), x.len() as u32) };
+            }
+        }
+
         match *FP16_SIMD_SUPPORT {
-            // #[cfg(all(feature = "fp16kernels", target_arch = "aarch64"))]
-            // SimdSupport::Neon => unsafe {
-            //     kernel::dot_f16_neon(x.as_ptr(), y.as_ptr(), x.len() as u32)
-            // },
-            #[cfg(all(
-                feature = "fp16kernels",
-                kernel_support = "avx512",
-                target_arch = "x86_64"
-            ))]
-            SimdSupport::Avx512 => unsafe {
-                kernel::dot_f16_avx512(x.as_ptr(), y.as_ptr(), x.len() as u32)
-            },
-            #[cfg(all(feature = "fp16kernels", target_arch = "x86_64"))]
-            SimdSupport::Avx2 => unsafe {
-                kernel::dot_f16_avx2(x.as_ptr(), y.as_ptr(), x.len() as u32)
-            },
             #[cfg(all(feature = "fp16kernels", target_arch = "loongarch64"))]
             SimdSupport::Lasx => unsafe {
                 kernel::dot_f16_lasx(x.as_ptr(), y.as_ptr(), x.len() as u32)