NVIDIA GeForce RTX 4070 AD103 vs NVIDIA RTX 5000 Embedded Ada Generation Comparison

Head-to-Head Benchmarks

The recorded data shows no direct head-to-head benchmark scores for these two GPUs, so the comparison rests entirely on their listed specifications and computed rates. Even without measured frame rates, the gap in raw computing resources is substantial. The RTX 5000 Embedded Ada Generation carries 9728 shading units, 304 texture mapping units, and 112 raster operation units, while the GeForce RTX 4070 AD103 uses 5888 shaders, 184 TMUs, and 64 ROPs. That is a 65% advantage in shader count, a 65% advantage in texture units, and a 75% advantage in ROPs for the embedded part.

The FP32 compute rate reflects that hardware difference. The RTX 5000 Embedded reaches 32.69 TFLOPS, while the RTX 4070 AD103 delivers 29.15 TFLOPS. The embedded GPU is approximately 12% ahead in raw single-precision throughput. FP16 performance matches FP32 on both cards at a 1:1 ratio, so the same 12% lead applies to half-precision workloads. The RTX 5000 Embedded also leads in texture fill rate at 510.7 GTexel/s versus 455.4 GTexel/s, a margin of roughly 12%. Pixel fill rate goes the same direction: 188.2 GPixel/s for the embedded part versus 158.4 GPixel/s for the desktop card, an 18.8% advantage.

Memory bandwidth flips the expected hierarchy in one respect. The RTX 5000 Embedded uses a 256-bit bus with GDDR6 at 18 Gbps effective, yielding 576.0 GB/s. The RTX 4070 AD103 uses a narrower 192-bit bus with GDDR6X at 21 Gbps effective, producing 504.2 GB/s. The embedded GPU is ahead by 14.2% in bandwidth, despite using slower memory technology. Capacity also favors the embedded part: 16 GB versus 12 GB, a 33% increase. That extra capacity, combined with higher bandwidth, gives the mobile workstation part a clear memory advantage for large datasets.

Clock speeds tell the opposite story. The RTX 4070 AD103 runs at a 1920 MHz base and 2475 MHz boost, while the RTX 5000 Embedded sits at 930 MHz base and 1680 MHz boost. The desktop card boosts 47% higher. That clock advantage partially compensates for its smaller core count, but not enough to overcome the embedded part's raw resource lead in total throughput.

The RTX 5000 Embedded also leads in ray tracing and tensor hardware. It packs 76 RT cores and 304 tensor cores, versus 46 RT cores and 184 tensor cores on the RTX 4070 AD103. That is a 65% advantage in both specialized unit counts, matching the shader core ratio. For workloads that scale with RT or tensor unit count, the embedded GPU should pull further ahead than the raw FP32 numbers suggest.

Architecture Differences

Both GPUs share the same fundamental silicon. They are built on the Ada Lovelace architecture, use the AD103 chip, and come from TSMC's 5 nm process. Both integrate 45,900 million transistors on a 379 mm² die, giving a transistor density of 121.1M per mm². The chip identity is identical; the differences come from how NVIDIA configures and clocks that chip in each product.

The RTX 5000 Embedded Ada Generation is the fully enabled version of AD103. It uses all 9728 shaders, 304 TMUs, 112 ROPs, 76 RT cores, and 304 tensor cores. The GeForce RTX 4070 AD103 is a cut-down implementation, using 5888 shaders, 184 TMUs, 64 ROPs, 46 RT cores, and 184 tensor cores. In every compute block, the embedded part has roughly 65% more units. The desktop card compensates with far higher clock speeds, but the underlying hardware allocation is clearly different.

Memory architecture diverges more than the core layout. The RTX 5000 Embedded uses a 256-bit memory bus with 16 GB of GDDR6, running at 2250 MHz with 18 Gbps effective data rate. The RTX 4070 AD103 uses a 192-bit bus with 12 GB of GDDR6X, running at 1313 MHz with 21 Gbps effective data rate. The embedded GPU wins on bus width, capacity, and total bandwidth; the desktop card uses faster memory chips but on a narrower interface. GDDR6X offers higher per-pin data rates, but the 64-bit wider bus on the embedded part overcomes that advantage.

Power and physical design separate the two completely. The RTX 5000 Embedded has a 120 W TDP, requires no power connectors, and uses an IGP (integrated graphics processor) form factor with no slot width. It has no listed dimensions and its display outputs are described as "Portable Device Dependent," meaning it is designed to be soldered into a mobile workstation rather than installed in a desktop. The RTX 4070 AD103 is a dual-slot desktop card measuring 240 mm in length, 110 mm in height, and 40 mm in width. It carries a 200 W TDP, requires a single 16-pin power connector, and has a suggested PSU of 550 W. Its display outputs are 1x HDMI 2.1 and 3x DisplayPort 1.4a.

The release timeline differs as well. The RTX 5000 Embedded launched on 2023-03-20, while the RTX 4070 AD103 launched on 2024-02-29. The embedded part is listed as Active in production, while the desktop card is End-of-life. The RTX 4070 AD103 has a launch MSRP of 599 USD; the RTX 5000 Embedded has no listed launch MSRP, consistent with its OEM-oriented embedded positioning.

API support is identical: both support DirectX 12 Ultimate (12_2), OpenGL 4.6, and Vulkan 1.4. Both use a PCIe 4.0 x16 bus interface. The generation labels in the database differ (GeForce 40 for the desktop part, Ada-MW for the embedded part), but the underlying architecture and API feature set are the same.

The Verdict

The data presents a clear split between two very different products that happen to share a chip. The RTX 5000 Embedded Ada Generation is the more powerful GPU in nearly every compute metric. It has 65% more shaders, 65% more RT cores, 65% more tensor cores, 75% more ROPs, 12% higher FP32 throughput, 12% higher texture fill rate, 18.8% higher pixel fill rate, 14.2% higher memory bandwidth, and 33% more memory capacity. The only area where the RTX 4070 AD103 leads is clock speed, where it boosts 47% higher, and power consumption, where it uses 80 W more.

For raw performance, the RTX 5000 Embedded is the superior part. Its higher core counts and wider memory bus should deliver better results in compute-heavy, memory-intensive, and ray-traced workloads. The 16 GB frame buffer versus 12 GB also matters for large models or high-resolution textures, where the desktop card could run out of capacity.

The RTX 4070 AD103 has its own advantages. It is a standard desktop card with conventional display outputs, a dual-slot cooler, and a 200 W TDP that fits into typical consumer systems. Its higher boost clock (2475 MHz versus 1680 MHz) helps close the gap in lightly threaded or latency-sensitive tasks. It is also a released consumer product with a known launch MSRP of 599 USD, whereas the embedded part has no retail price and is not designed for desktop installation.

The production status matters for buyers. The RTX 4070 AD103 is end-of-life, while the RTX 5000 Embedded remains active. For new system builds, the embedded part is the one still in production, but its form factor limits it to portable or embedded platforms. The desktop card is easier to deploy but is no longer manufactured.

Neither card shows a benchmark score or nearest rivals in the database, so the percentile rank for both is 50 out of all GPUs, with an average benchmark score of 0. That means no measured performance data exists to rank them against the broader GPU population. The comparison must rely on specification-derived rates, which consistently favor the RTX 5000 Embedded.

FAQ

Q: Which GPU has more shading units?

A: The RTX 5000 Embedded Ada Generation has 9728 shading units. The GeForce RTX 4070 AD103 has 5888 shading units, which is 65% fewer.

Q: What is the memory capacity difference?

A: The RTX 5000 Embedded has 16 GB of GDDR6, while the RTX 4070 AD103 has 12 GB of GDDR6X. The embedded part has 33% more capacity.

Q: Which card has higher memory bandwidth?

A: The RTX 5000 Embedded leads with 576.0 GB/s over a 256-bit bus. The RTX 4070 AD103 delivers 504.2 GB/s over a 192-bit bus, a 14.2% deficit.

Q: Are these GPUs based on the same chip?

A: Yes, both use the AD103 chip on TSMC's 5 nm process, with 45,900 million transistors on a 379 mm² die. They differ in how many units are enabled and how they are clocked.

Q: What is the TDP of each card?

A: The RTX 5000 Embedded has a 120 W TDP and no power connectors. The RTX 4070 AD103 has a 200 W TDP and requires a single 16-pin connector with a suggested 550 W PSU.

Q: Which GPU supports ray tracing?

A: Both use the Ada Lovelace architecture and support DirectX 12 Ultimate, which includes ray tracing. The RTX 5000 Embedded has 76 RT cores, while the RTX 4070 AD103 has 46 RT cores.

Where Each One Wins

The RTX 5000 Embedded Ada Generation wins in every throughput-oriented category. Its 32.69 TFLOPS FP32 outpaces the 29.15 TFLOPS of the RTX 4070 AD103, making it the stronger choice for compute workloads such as simulation, rendering, or machine learning inference that rely on raw floating-point rate. Its 510.7 GTexel/s texture rate and 188.2 GPixel/s pixel rate exceed the desktop card's 455.4 GTexel/s and 158.4 GPixel/s, so texture-heavy and fill-rate-bound rendering should favor the embedded part. The 76 RT cores versus 46 give it a substantial lead in ray-traced scenes, and the 304 tensor cores versus 184 provide more parallel capacity for AI-accelerated features.

The memory system also favors the RTX 5000 Embedded. The 576.0 GB/s bandwidth and 16 GB capacity beat the 504.2 GB/s and 12 GB of the desktop card. Workloads that stream large textures, hold large neural network weights, or process high-resolution video frames will benefit from both the wider bus and the extra 4 GB. The embedded part also consumes less power at 120 W versus 200 W, which is an advantage in thermally constrained or battery-powered systems.

The GeForce RTX 4070 AD103 wins on clock speed and deployment flexibility. Its 2475 MHz boost clock versus 1680 MHz gives it a 47% higher operating frequency, which helps in workloads that respond to single-threaded latency or per-clock efficiency rather than raw core count. It is a standard dual-slot desktop card with HDMI 2.1 and DisplayPort 1.4a outputs, so it can drive conventional monitors directly. The RTX 5000 Embedded has no fixed display outputs and relies on the host device for display connectivity, making it unsuitable for standalone desktop use.

The desktop card also has the advantage of a known retail path. Its launch MSRP of 599 USD gives it a defined market position, while the embedded part has no listed launch MSRP and is sold into OEM channels. For a builder assembling a desktop PC, the RTX 4070 AD103 is the only one of the two that fits a standard PCIe slot with standard power delivery and display connections. For a mobile workstation or embedded system where the GPU is soldered to the board, the RTX 5000 Embedded is the only option.

In terms of production availability, the RTX 5000 Embedded is Active, while the RTX 4070 AD103 is End-of-life. That flips the long-term procurement picture: the embedded part is still being manufactured, whereas the desktop card is being phased out. For new designs that need a steady supply, the embedded GPU is the safer choice purely from availability.

The RTX 4070 AD103 wins on clock speed and desktop compatibility; the RTX 5000 Embedded wins on core count, memory, and power efficiency. The benchmark database records no direct performance scores for either card, so these conclusions follow from the specification-derived rates and unit counts. The embedded part is the stronger compute engine by every measured throughput metric, while the desktop card remains the more practical choice for a standard desktop build.