NVIDIA GeForce RTX 4070 AD103 vs NVIDIA RTX 2000 Embedded Ada Generation Comparison

Head-to-Head Benchmarks

The recorded database entries for the NVIDIA GeForce RTX 4070 AD103 and the NVIDIA RTX 2000 Embedded Ada Generation show no head-to-head benchmark results, and neither item has any individual benchmark scores listed. The win counters for both cards stand at zero. This absence of direct performance data means the comparison must rely entirely on the architectural and specification fields provided.

The most significant measurable difference appears in raw compute throughput. The RTX 4070 AD103 delivers 29.15 TFLOPS of FP32 performance, while the RTX 2000 Embedded Ada Generation reaches 12.35 TFLOPS. The RTX 4070 AD103 is therefore roughly 2.36 times faster in single-precision floating-point work, a substantial margin that would dominate general-purpose GPU compute tasks such as scientific simulation, machine learning inference, or rendering workloads that rely on FP32 shading. The FP16 figures mirror this exactly, with both cards offering a 1:1 ratio for FP16 to FP32, so the RTX 4070 AD103 also leads there by the same factor.

Memory bandwidth shows a similarly decisive gap. The RTX 4070 AD103 uses 12 GB of GDDR6X on a 192-bit bus, producing 504.2 GB/s of bandwidth. The RTX 2000 Embedded Ada Generation uses 8 GB of GDDR6 on a 128-bit bus, yielding 256.0 GB/s. The RTX 4070 AD103 offers roughly 1.97 times the memory bandwidth, which directly impacts texture-heavy workloads, large dataset processing, and high-resolution framebuffer operations.

Pixel and texture rates reinforce this pattern. The RTX 4070 AD103 achieves 158.4 GPixel/s and 455.4 GTexel/s, compared to 96.48 GPixel/s and 193.0 GTexel/s for the RTX 2000 Embedded Ada Generation. The pixel fill rate advantage is about 1.64 times, while the texture fill rate advantage is about 2.36 times, closely matching the FP32 gap. These numbers indicate that the RTX 4070 AD103 would handle rasterization and texture filtering at a much higher throughput, assuming no other bottlenecks.

Clock speeds differ in both base and boost states. The RTX 4070 AD103 runs at a 1920 MHz base and a 2475 MHz boost, while the RTX 2000 Embedded Ada Generation runs at 1530 MHz base and 2010 MHz boost. The higher clocks of the RTX 4070 AD103 contribute to its compute lead, but the core counts amplify this further. The RTX 4070 AD103 has 5888 shading units, 184 TMUs, and 64 ROPs, while the RTX 2000 Embedded Ada Generation has 3072 shading units, 96 TMUs, and 48 ROPs. The shading unit count is 1.92 times higher, and the TMU count is 1.92 times higher, while the ROP count is 1.33 times higher. The combination of higher clocks and more cores explains the consistent multi-factor performance gaps.

Ray tracing and tensor core counts also favor the RTX 4070 AD103. It carries 46 RT cores and 184 tensor cores, whereas the RTX 2000 Embedded Ada Generation has 24 RT cores and 96 tensor cores. The RT core count is 1.92 times higher, and the tensor core count is 1.92 times higher. For ray-traced workloads and AI-accelerated tasks, the RTX 4070 AD103 would process roughly twice the number of concurrent operations per cycle. Both cards support DirectX 12 Ultimate (12_2), OpenGL 4.6, and Vulkan 1.4, so API-level feature support does not differentiate them.

One area where the RTX 2000 Embedded Ada Generation shows a relative advantage is power consumption. Its TDP is 50 W, compared to 200 W for the RTX 4070 AD103. This represents a 4 times difference in power draw. The RTX 2000 Embedded Ada Generation also has no power connectors and is an integrated graphics processor (IGP) format, while the RTX 4070 AD103 is a dual-slot card requiring a 16-pin connector and a suggested 550 W power supply. For systems with strict thermal or power budgets, the RTX 2000 Embedded Ada Generation would be far easier to integrate, but this does not translate into a performance win in any benchmark category.

FAQ

Q: Which GPU has higher FP32 compute performance?

A: The NVIDIA GeForce RTX 4070 AD103 delivers 29.15 TFLOPS, while the NVIDIA RTX 2000 Embedded Ada Generation delivers 12.35 TFLOPS. The RTX 4070 AD103 is approximately 2.36 times faster in FP32 workloads.

Q: How does memory bandwidth compare between the two cards?

A: The RTX 4070 AD103 provides 504.2 GB/s of bandwidth using 12 GB of GDDR6X on a 192-bit bus. The RTX 2000 Embedded Ada Generation provides 256.0 GB/s using 8 GB of GDDR6 on a 128-bit bus. The RTX 4070 AD103 offers roughly 1.97 times the bandwidth.

Q: What are the ray tracing capabilities of each GPU?

A: The RTX 4070 AD103 has 46 RT cores, while the RTX 2000 Embedded Ada Generation has 24 RT cores. Both support DirectX 12 Ultimate (12_2), so the RTX 4070 AD103 would handle ray-traced workloads with approximately double the core count.

Q: What is the power consumption difference?

A: The RTX 4070 AD103 has a TDP of 200 W, while the RTX 2000 Embedded Ada Generation has a TDP of 50 W. The RTX 2000 Embedded Ada Generation draws one quarter of the power, making it far more suited to embedded or low-power systems.

Q: Do both GPUs share the same architecture and manufacturing process?

A: Yes, both use the Ada Lovelace architecture and are fabricated on a 5 nm process at TSMC. The RTX 4070 AD103 uses the AD103 chip with 45,900 million transistors on a 379 mm² die, while the RTX 2000 Embedded Ada Generation uses the AD107 chip with 18,900 million transistors on a 159 mm² die.

Q: Which GPU has more shading units and texture units?

A: The RTX 4070 AD103 has 5888 shading units and 184 TMUs. The RTX 2000 Embedded Ada Generation has 3072 shading units and 96 TMUs. The RTX 4070 AD103 has 1.92 times more of each.

Architecture Differences

Both GPUs are built on NVIDIA's Ada Lovelace architecture and use TSMC's 5 nm process node, so the fundamental microarchitecture is identical. The difference lies in the physical chip and its configuration. The RTX 4070 AD103 uses the AD103 die, which contains 45,900 million transistors on a 379 mm² area, giving a transistor density of 121.1 million per square millimeter. The RTX 2000 Embedded Ada Generation uses the AD107 die, which contains 18,900 million transistors on a 159 mm² area, giving a transistor density of 118.9 million per square millimeter. The AD103 die is roughly 2.38 times larger in area and has 2.43 times more transistors, but the density is nearly identical, confirming that both chips use the same design rules and manufacturing process.

The core configuration scales with the die size. The RTX 4070 AD103 has 5888 shading units, 184 TMUs, 64 ROPs, 46 RT cores, and 184 tensor cores. The RTX 2000 Embedded Ada Generation has 3072 shading units, 96 TMUs, 48 ROPs, 24 RT cores, and 96 tensor cores. The ratios for shading units, TMUs, RT cores, and tensor cores are all approximately 1.92, which matches the transistor count ratio of 2.43 only partially. The ROP ratio is lower at 1.33, indicating that the RTX 4070 AD103 allocates relatively fewer ROPs per die area. This suggests that the AD103 chip prioritizes compute and texture throughput over pixel output, likely because the RTX 4070 AD103 targets high-resolution rendering where shader work dominates.

The memory architecture differs in both type and bus width. The RTX 4070 AD103 uses GDDR6X memory with a 192-bit interface and a 21 Gbps effective data rate, while the RTX 2000 Embedded Ada Generation uses GDDR6 with a 128-bit interface and a 16 Gbps effective data rate. The RTX 4070 AD103's memory clock is listed as 1313 MHz (21 Gbps effective), whereas the RTX 2000 Embedded Ada Generation's memory clock is 2000 MHz (16 Gbps effective). The higher effective data rate combined with a wider bus gives the RTX 4070 AD103 its 1.97 times bandwidth advantage.

The physical form factors diverge significantly. The RTX 4070 AD103 is a dual-slot card measuring 240 mm in length, 110 mm in height, and 40 mm in width, with a 16-pin power connector and a suggested 550 W power supply. The RTX 2000 Embedded Ada Generation is an IGP (integrated graphics processor) with no dimensions listed and no power connectors, making it suitable for soldered or modular embedded designs. The RTX 2000 Embedded Ada Generation's display outputs are listed as "Portable Device Dependent," while the RTX 4070 AD103 offers 1x HDMI 2.1 and 3x DisplayPort 1.4a. This reflects the RTX 2000 Embedded Ada Generation's role in mobile or embedded systems where display connectivity is determined by the host device.

Release timing also differs. The RTX 4070 AD103 was released on 2024-02-29 and is marked as end-of-life, with a predecessor in the GeForce 30 series and a successor in the GeForce 50 series. The RTX 2000 Embedded Ada Generation was released on 2023-03-20 and is marked as active, with a predecessor in the Ampere-MW generation and a successor in the Blackwell-MW generation. The RTX 4070 AD103 has a launch MSRP of 599 USD, while the RTX 2000 Embedded Ada Generation has no listed launch MSRP.

Specification Differences

The two GPUs differ in nearly every measurable specification. The RTX 4070 AD103 uses the AD103 chip, while the RTX 2000 Embedded Ada Generation uses the AD107 chip. Transistor counts are 45,900 million versus 18,900 million. Die sizes are 379 mm² versus 159 mm². Transistor density is 121.1 million per mm² versus 118.9 million per mm².

Clock speeds differ: the RTX 4070 AD103 has a 1920 MHz base and 2475 MHz boost, while the RTX 2000 Embedded Ada Generation has a 1530 MHz base and 2010 MHz boost. Memory clocks also differ, with the RTX 4070 AD103 running at 1313 MHz (21 Gbps effective) and the RTX 2000 Embedded Ada Generation running at 2000 MHz (16 Gbps effective).

Memory specifications diverge entirely: 12 GB GDDR6X on a 192-bit bus with 504.2 GB/s bandwidth versus 8 GB GDDR6 on a 128-bit bus with 256.0 GB/s bandwidth. Core counts differ across every category: shading units (5888 versus 3072), TMUs (184 versus 96), ROPs (64 versus 48), RT cores (46 versus 24), and tensor cores (184 versus 96).

Pixel rate is 158.4 GPixel/s versus 96.48 GPixel/s. Texture rate is 455.4 GTexel/s versus 193.0 GTexel/s. FP32 and FP16 are both 29.15 TFLOPS for the RTX 4070 AD103 and 12.35 TFLOPS for the RTX 2000 Embedded Ada Generation.

Power draw differs by a factor of four: 200 W versus 50 W. The RTX 4070 AD103 is dual-slot with a 16-pin connector and a 550 W suggested PSU, while the RTX 2000 Embedded Ada Generation is an IGP with no connectors and no suggested PSU. The RTX 4070 AD103 has dimensions of 240 mm by 110 mm by 40 mm, while the RTX 2000 Embedded Ada Generation has no dimensions listed.

Display outputs differ: 1x HDMI 2.1 and 3x DisplayPort 1.4a versus "Portable Device Dependent." Production status differs: end-of-life versus active. Release dates differ: 2024-02-29 versus 2023-03-20. The RTX 4070 AD103 has a launch MSRP of 599 USD, while the RTX 2000 Embedded Ada Generation has none.

The Verdict

The data points to a clear separation of roles. The NVIDIA GeForce RTX 4070 AD103 is a high-performance desktop card with 2.36 times the FP32 throughput, 1.97 times the memory bandwidth, and 1.92 times the shading units of the RTX 2000 Embedded Ada Generation. It is also end-of-life, suggesting it represents the peak of its generation rather than a current product. The RTX 4070 AD103 would be the choice for workloads that demand maximum compute, such as high-resolution rendering, large dataset processing, or ray-traced scenes, provided the system can accommodate its 200 W TDP and dual-slot footprint.

The NVIDIA RTX 2000 Embedded Ada Generation, by contrast, is an active, low-power IGP with a 50 W TDP and no power connectors. It offers a quarter of the power draw of the RTX 4070 AD103 and is designed for portable or embedded systems where space, cooling, and energy are constrained. Its compute capabilities are lower across every metric, but it still supports DirectX 12 Ultimate, OpenGL 4.6, and Vulkan 1.4, matching the API feature set of the larger card. The RTX 2000 Embedded Ada Generation would be the only viable option for battery-powered devices or compact industrial systems.

Neither card has benchmark scores or nearest rivals recorded in the database, so the verdict rests entirely on specification-level comparisons. The RTX 4070 AD103 wins every performance-related category, while the RTX 2000 Embedded Ada Generation wins on power efficiency and form factor. There is no scenario in the recorded data where the RTX 2000 Embedded Ada Generation outperforms the RTX 4070 AD103 in raw speed, so the choice is determined by system constraints rather than performance expectations.

Where Each One Wins

The NVIDIA GeForce RTX 4070 AD103 wins in all compute-heavy categories. Its 29.15 TFLOPS FP32 and FP16 throughput, 504.2 GB/s memory bandwidth, 455.4 GTexel/s texture rate, and 158.4 GPixel/s pixel rate position it as the stronger option for desktop gaming, professional visualization, and high-throughput compute. Its 46 RT cores and 184 tensor cores provide double the ray tracing and AI acceleration capacity of the RTX 2000 Embedded Ada Generation. The 12 GB GDDR6X memory also allows larger working sets than the 8 GB GDDR6 on the smaller card. The RTX 4070 AD103 is the clear winner for any workload that values speed over power consumption.

The NVIDIA RTX 2000 Embedded Ada Generation wins in power efficiency and physical integration. Its 50 W TDP is exactly one quarter of the RTX 4070 AD103's 200 W, and its IGP form factor with no power connectors makes it suitable for embedded motherboards, laptops, or industrial PCs where a discrete dual-slot card cannot fit. The RTX 2000 Embedded Ada Generation also has an active production status, meaning it is currently available, while the RTX 4070 AD103 is end-of-life. For systems that prioritize low power draw, minimal space, and current availability over raw performance, the RTX 2000 Embedded Ada Generation is the appropriate choice. Its 8 GB memory and 256.0 GB/s bandwidth are sufficient for lighter graphics tasks or AI inference at reduced scale, and its 12.35 TFLOPS FP32 output still provides respectable compute for embedded applications.