NVIDIA GeForce RTX 4060 AD106 vs NVIDIA RTX 5000 Embedded Ada Generation X2 Comparison

The Verdict

The data in this comparison presents two NVIDIA Ada Lovelace parts with fundamentally different design targets. The GeForce RTX 4060 AD106 is a desktop consumer GPU, while the RTX 5000 Embedded Ada Generation X2 is a mobile workstation component. The recorded specifications indicate that the RTX 5000 Embedded part is the substantially stronger compute device across nearly every measurable metric.

The RTX 5000 Embedded Ada Generation X2 doubles the memory capacity to 16 GB, more than doubles the shading unit count to 9728, and delivers more than twice the FP32 throughput at 32.69 TFLOPS versus 15.11 TFLOPS. The RTX 4060 AD106 counters with much higher clock speeds, a lower power draw of 115 W versus 150 W, and a conventional dual-slot desktop form factor with dedicated display outputs. The data shows these are not direct competitors but rather two distinct implementations of the same architecture for different environments.

For a desktop build requiring a compact, low-power GPU with standard display connectivity, the RTX 4060 AD106 fits that profile. For embedded or mobile systems needing maximum compute throughput, larger memory capacity, and higher memory bandwidth, the RTX 5000 Embedded Ada Generation X2 is the clear choice based on the specification sheet. The RTX 4060 AD106 holds an advantage in clock speeds and power efficiency per watt, but the RTX 5000 Embedded part dominates in raw processing capability and memory subsystem performance.

Architecture Differences

Both GPUs share the Ada Lovelace architecture and are manufactured on the same 5 nm TSMC process node. The underlying designs diverge significantly in chip scale and composition. The RTX 4060 AD106 uses the AD106 chip with 22,900 million transistors on a 188 mm² die. The RTX 5000 Embedded Ada Generation X2 uses the AD103 chip with 45,900 million transistors on a 379 mm² die. The transistor density is nearly identical at 121.8M per mm² for the smaller chip and 121.1M per mm² for the larger one, confirming that the process node and design rules are shared.

The compute resource allocation differs sharply. The RTX 4060 AD106 contains 3072 shading units, 96 texture mapping units, and 48 ROPs. The RTX 5000 Embedded part contains 9728 shading units, 304 TMUs, and 112 ROPs. The RTX 5000 Embedded part also carries 76 RT cores and 304 tensor cores, while the RTX 4060 AD106 has 24 RT cores and 96 tensor cores. The larger chip's additional hardware directly translates into higher pixel and texture rates: 188.2 GPixel/s and 510.7 GTexel/s for the embedded part versus 118.1 GPixel/s and 236.2 GTexel/s for the desktop card.

Both GPUs support DirectX 12 Ultimate (12_2), OpenGL 4.6, and Vulkan 1.4. The memory type is GDDR6 for both, but capacities and interfaces differ. The RTX 4060 AD106 uses 8 GB on a 128-bit bus, while the RTX 5000 Embedded part uses 16 GB on a 256-bit bus. The power delivery approach also differs fundamentally: the desktop card consumes 115 W and requires a 1x 12-pin power connector with a suggested 300 W PSU, while the embedded part consumes 150 W and has no power connectors, being designed for system-level integration.

FAQ

Q: Which GPU has higher FP32 compute throughput?

A: The RTX 5000 Embedded Ada Generation X2 delivers 32.69 TFLOPS FP32, which is more than double the 15.11 TFLOPS of the RTX 4060 AD106.

Q: How do the memory capacities compare?

A: The RTX 5000 Embedded part has 16 GB of GDDR6 memory, exactly double the 8 GB found on the RTX 4060 AD106.

Q: What is the difference in memory bandwidth?

A: The RTX 5000 Embedded part provides 576.0 GB/s bandwidth over a 256-bit bus, while the RTX 4060 AD106 provides 272.0 GB/s over a 128-bit bus. The embedded part offers more than twice the bandwidth.

Q: Which GPU has higher clock speeds?

A: The RTX 4060 AD106 runs at a base clock of 1830 MHz and a boost clock of 2460 MHz. The RTX 5000 Embedded part runs at a base clock of 930 MHz and a boost clock of 1680 MHz. The desktop card has significantly higher clocks.

Q: What are the power consumption figures?

A: The RTX 4060 AD106 has a TDP of 115 W, while the RTX 5000 Embedded Ada Generation X2 has a TDP of 150 W.

Q: What is the bus interface difference?

A: The RTX 4060 AD106 uses PCIe 4.0 x8, while the RTX 5000 Embedded part uses PCIe 4.0 x16, providing double the PCIe lane count.

Specification Differences

The two GPUs differ across nearly every specification category. The chip identity is AD106 for the desktop part and AD103 for the embedded part. Transistor count differs by a factor of two: 22,900 million versus 45,900 million. Die size is 188 mm² versus 379 mm². The process node is identical at 5 nm from TSMC.

Clock speeds favor the desktop card substantially. The RTX 4060 AD106 has a base clock of 1830 MHz and a boost clock of 2460 MHz. The RTX 5000 Embedded part has a base clock of 930 MHz and a boost clock of 1680 MHz. Memory clock also differs: 2125 MHz (17 Gbps effective) for the desktop part versus 2250 MHz (18 Gbps effective) for the embedded part.

Memory configuration is a major differentiator. The RTX 4060 AD106 has 8 GB GDDR6 on a 128-bit bus with 272.0 GB/s bandwidth. The RTX 5000 Embedded part has 16 GB GDDR6 on a 256-bit bus with 576.0 GB/s bandwidth.

Compute resources are heavily weighted toward the embedded part. Shading units are 3072 versus 9728, TMUs are 96 versus 304, ROPs are 48 versus 112, RT cores are 24 versus 76, and tensor cores are 96 versus 304. Pixel rate is 118.1 GPixel/s versus 188.2 GPixel/s, and texture rate is 236.2 GTexel/s versus 510.7 GTexel/s. FP32 and FP16 both show the same ratio: 15.11 TFLOPS versus 32.69 TFLOPS.

Physical and power characteristics differ substantially. The RTX 4060 AD106 is dual-slot with a 1x 12-pin power connector and a 300 W suggested PSU. The RTX 5000 Embedded part is IGP (integrated graphics processor) form factor with no power connectors and no suggested PSU. The desktop card has 1x HDMI 2.1 and 3x DisplayPort 1.4a outputs, while the embedded part's display outputs are listed as portable device dependent.

Bus interface differs: PCIe 4.0 x8 for the desktop card versus PCIe 4.0 x16 for the embedded part. Production status also differs: the RTX 4060 AD106 is end-of-life, while the RTX 5000 Embedded part is active. Release dates are March 2024 for the desktop card and March 2023 for the embedded part.

Head-to-Head Benchmarks

The recorded data does not include direct benchmark scores for either GPU, so the comparison relies entirely on the specification-derived performance metrics. The largest wins for the RTX 5000 Embedded Ada Generation X2 come in the compute and memory domains.

FP32 throughput shows the most decisive gap. The RTX 5000 Embedded part delivers 32.69 TFLOPS, which is 17.58 TFLOPS higher than the RTX 4060 AD106's 15.11 TFLOPS. This represents a 116% advantage in raw floating-point performance. FP16 performance follows the same pattern identically because both GPUs support 1:1 FP16 to FP32 ratios.

Memory bandwidth is another major differentiator. The RTX 5000 Embedded part provides 576.0 GB/s, which is 304.0 GB/s higher than the RTX 4060 AD106's 272.0 GB/s. This is a 112% increase in memory bandwidth. The 256-bit memory bus versus 128-bit is the underlying cause. The memory capacity difference of 8 GB versus 16 GB means the embedded part can hold larger datasets locally without spilling to system memory.

Texture processing shows a large advantage for the embedded part. The RTX 5000 Embedded part achieves 510.7 GTexel/s versus 236.2 GTexel/s for the desktop card, a 274.5 GTexel/s difference that equates to a 116% advantage. The pixel rate tells a similar story: 188.2 GPixel/s versus 118.1 GPixel/s, a 70.1 GPixel/s gap that favors the embedded part by 59%.

The RT cores and tensor cores also favor the embedded part heavily. With 76 RT cores versus 24, and 304 tensor cores versus 96, the embedded part offers more than three times the ray tracing and AI acceleration hardware. This suggests substantially higher performance in ray-traced workloads and tensor-based operations such as DLSS or other neural network inference.

The RTX 4060 AD106 does hold advantages that are relevant for certain workloads. Clock speeds are considerably higher: 2460 MHz boost versus 1680 MHz boost, a 780 MHz difference. This gives the desktop card an advantage in latency-sensitive or lightly threaded workloads where single-core GPU clock matters more than raw throughput. The lower TDP of 115 W versus 150 W means the desktop card consumes 35 W less power while still providing a complete display output solution.

The PCIe interface also differs. The RTX 5000 Embedded part uses PCIe 4.0 x16, which provides double the bandwidth of the RTX 4060 AD106's PCIe 4.0 x8 connection. This matters for data transfer between the GPU and host system, particularly in embedded applications where the GPU may be processing streaming data.

Both GPUs share the same API support, including DirectX 12 Ultimate, OpenGL 4.6, and Vulkan 1.4, so software compatibility is equivalent. The production status difference is notable: the RTX 4060 AD106 is listed as end-of-life with a successor in the GeForce 50 series, while the RTX 5000 Embedded part remains active with a successor in the Blackwell-MW generation. The release timing also differs, with the embedded part launching approximately one year before the desktop card.