NVIDIA RTX 3500 Embedded Ada Generation vs NVIDIA RTX PRO 4500 Blackwell Server Comparison

Head-to-Head Benchmarks

The database contains no recorded head-to-head benchmark results between the NVIDIA RTX 3500 Embedded Ada Generation and the NVIDIA RTX PRO 4500 Blackwell Server. Both entries show an average benchmark score of zero, and neither has an associated percentile ranking above the baseline 50th percentile. This absence of direct measurement data means any comparison must rely on the architectural specifications and theoretical throughput figures recorded in the database.

The RTX PRO 4500 Blackwell Server posts a FP32 compute rating of 50.70 TFLOPS, which is more than double the 23.04 TFLOPS of the RTX 3500 Embedded Ada Generation. The texture rate differential is similarly pronounced: 792.1 GTexel/s versus 360.0 GTexel/s, a 2.2x advantage. Pixel throughput favors the Blackwell part at 270.5 GPixel/s compared to 144.0 GPixel/s. Memory bandwidth shows the largest gap, with the RTX PRO 4500 delivering 800.3 GB/s over a 256-bit GDDR7 interface, while the RTX 3500 Embedded manages 432.0 GB/s across a 192-bit GDDR6 bus.

The embedded Ada card does hold one clock speed advantage: its base clock of 1725 MHz exceeds the Blackwell server card's 1215 MHz base. However, the boost clocks reverse this, with the RTX PRO 4500 reaching 2415 MHz versus 2250 MHz for the RTX 3500 Embedded. The shader count disparity is stark, 10496 shading units on the GB203 chip versus 5120 on the AD104, which explains most of the compute throughput difference. Tensor core counts also diverge significantly: 328 on the RTX PRO 4500 compared to 160 on the RTX 3500 Embedded.

Given the complete absence of measured benchmark scores, the theoretical FP32 and texture rate figures serve as the only comparative performance indicators available. The RTX PRO 4500 Blackwell Server is positioned as the substantially more capable compute device based on these recorded specifications.

FAQ

Q: Which GPU has higher FP32 compute performance according to the database?

A: The NVIDIA RTX PRO 4500 Blackwell Server records 50.70 TFLOPS FP32, while the NVIDIA RTX 3500 Embedded Ada Generation records 23.04 TFLOPS. The Blackwell part delivers more than double the single-precision throughput.

Q: How do the memory subsystems differ between these two cards?

A: The RTX 3500 Embedded uses 12 GB of GDDR6 on a 192-bit bus with 432.0 GB/s bandwidth. The RTX PRO 4500 Server uses 32 GB of GDDR7 on a 256-bit bus with 800.3 GB/s bandwidth. The memory clock rates also differ: 2250 MHz (18 Gbps effective) for the Ada card versus 1563 MHz (25 Gbps effective) for the Blackwell card.

Q: What are the physical form factor differences?

A: The RTX 3500 Embedded is an IGP (integrated graphics processor) with no slot width specified and no power connectors, requiring a 300 W suggested PSU. The RTX PRO 4500 Server is a single-slot card measuring 267 mm by 111 mm by 40 mm, uses a single 16-pin power connector, and requires a 450 W suggested PSU.

Q: Which GPU has more ray tracing cores?

A: The RTX PRO 4500 Blackwell Server contains 82 RT cores, compared to 40 RT cores on the RTX 3500 Embedded Ada Generation. The Blackwell card also has 328 tensor cores versus 160 on the Ada card.

Q: What architecture does each GPU use?

A: The RTX 3500 Embedded Ada Generation uses the Ada Lovelace architecture with the AD104 chip. The RTX PRO 4500 Blackwell Server uses the Blackwell 2.0 architecture with the GB203 chip. Both are fabricated on a 5 nm process at TSMC.

Q: Are there any benchmark wins recorded for either card?

A: No. The head-to-head benchmark table is empty, and both cards show zero recorded wins. Their average benchmark scores are both zero, and both sit at the 50th percentile against all GPUs in the database.

Architecture Differences

The architectural split between these two NVIDIA parts is fundamental. The RTX 3500 Embedded Ada Generation relies on the Ada Lovelace architecture, built around the AD104 chip. The RTX PRO 4500 Blackwell Server uses the Blackwell 2.0 architecture with the GB203 chip. Both are manufactured by TSMC on a 5 nm process, but the transistor counts differ substantially: the GB203 packs 45,600 million transistors across a 378 mm² die, while the AD104 contains 35,800 million transistors on a 294 mm² die. Transistor density is nearly identical, 121.8 million per mm² for the Ada chip versus 120.6 million per mm² for the Blackwell chip, suggesting similar design rules with different scale.

The Blackwell chip more than doubles the shading unit count, from 5120 to 10496, and doubles the tensor core count from 160 to 328. RT core count goes from 40 to 82. Texture mapping units jump from 160 to 328, and ROPs increase from 64 to 112. These are not incremental changes; they represent a generational leap in raw execution resources.

Memory architecture also differs by generation. The RTX 3500 Embedded uses GDDR6 with a 192-bit bus, while the RTX PRO 4500 Server uses GDDR7 with a 256-bit bus. The effective memory speed rises from 18 Gbps to 25 Gbps, producing the bandwidth advantage noted earlier. The Ada card's FP16 performance matches its FP32 at 23.04 TFLOPS (1:1 ratio), and the Blackwell card similarly delivers FP16 at 50.70 TFLOPS (1:1 ratio), indicating no half-rate penalty on either architecture.

The bus interface differs as well: PCIe 4.0 x16 on the RTX 3500 Embedded versus PCIe 5.0 x16 on the RTX PRO 4500 Server. Both cards list no display outputs, indicating their compute-focused roles. API support is identical, with DirectX 12 Ultimate (12_2), OpenGL 4.6, and Vulkan 1.4 on both.

Power characteristics reflect the performance gap. The RTX 3500 Embedded consumes 100 W TDP with no power connectors and a 300 W suggested PSU. The RTX PRO 4500 Server draws 165 W TDP via a single 16-pin connector and suggests a 450 W PSU. The embedded card's IGP form factor makes it suitable for space-constrained deployments, while the single-slot server card with defined dimensions (267 mm length, 111 mm height, 40 mm width) targets rack environments.

The Verdict

The data points to a clear performance hierarchy. The RTX PRO 4500 Blackwell Server outperforms the RTX 3500 Embedded Ada Generation in every computational metric recorded: FP32 throughput is 2.2x higher, texture rate is 2.2x higher, pixel rate is 1.9x higher, and memory bandwidth is 1.9x higher. The Blackwell card also carries 2.7x more memory capacity (32 GB versus 12 GB) and uses a newer GDDR7 standard. For workloads that scale with shader count, tensor operations, or memory bandwidth, the RTX PRO 4500 is the unequivocal choice based on these specifications.

However, the RTX 3500 Embedded has its own positioning. Its 100 W TDP and IGP form factor with no external power connectors make it suitable for embedded systems where power delivery and physical space are constrained. Its base clock of 1725 MHz is higher than the Blackwell card's 1215 MHz, which may translate to better performance in lightly threaded or latency-sensitive tasks, though no benchmark data confirms this. The PCIe 4.0 interface on the Ada card is a generation behind the Blackwell's PCIe 5.0, but for many embedded workloads this may not be the limiting factor.

The database shows no measured performance data for either card, so the verdict rests entirely on architectural specifications. The RTX PRO 4500 Blackwell Server is the higher-performance device across every recorded throughput metric. The RTX 3500 Embedded Ada Generation offers a lower-power, physically smaller alternative that still delivers substantial compute capability, but it cannot match the Blackwell part's raw specifications.

Specification Differences

| Field | NVIDIA RTX 3500 Embedded Ada Generation | NVIDIA RTX PRO 4500 Blackwell Server |

|---|---|---|

| Architecture | Ada Lovelace | Blackwell 2.0 |

| Chip | AD104 | GB203 |

| Generation | Ada-MW | Server Blackwell (Bxx) |

| Transistors | 35,800 million | 45,600 million |

| Die Size | 294 mm² | 378 mm² |

| Transistor Density | 121.8M / mm² | 120.6M / mm² |

| Base Clock | 1725 MHz | 1215 MHz |

| Boost Clock | 2250 MHz | 2415 MHz |

| Memory Clock | 2250 MHz, 18 Gbps effective | 1563 MHz, 25 Gbps effective |

| Memory Size | 12 GB | 32 GB |

| Memory Type | GDDR6 | GDDR7 |

| Memory Bus Width | 192 bit | 256 bit |

| Memory Bandwidth | 432.0 GB/s | 800.3 GB/s |

| Shading Units | 5120 | 10496 |

| TMUs | 160 | 328 |

| ROPs | 64 | 112 |

| RT Cores | 40 | 82 |

| Tensor Cores | 160 | 328 |

| Pixel Rate | 144.0 GPixel/s | 270.5 GPixel/s |

| Texture Rate | 360.0 GTexel/s | 792.1 GTexel/s |

| FP32 | 23.04 TFLOPS | 50.70 TFLOPS |

| FP16 | 23.04 TFLOPS (1:1) | 50.70 TFLOPS (1:1) |

| TDP | 100 W | 165 W |

| Slot Width | IGP | Single-slot |

| Power Connectors | None | 1x 16-pin |

| Suggested PSU | 300 W | 450 W |

| Bus Interface | PCIe 4.0 x16 | PCIe 5.0 x16 |

| Dimensions | Not recorded | 267 mm x 111 mm x 40 mm |

| Release Date | 2023-03-20 | 2026-03-16 |

| Predecessor | Ampere-MW | Server Hopper |

| Successor | Blackwell-MW | Server Rubin |

Where Each One Wins

The RTX PRO 4500 Blackwell Server wins on every throughput metric in the database. Its 50.70 TFLOPS FP32 and FP16 performance places it in a different compute class than the 23.04 TFLOPS of the RTX 3500 Embedded. For training or inference workloads that leverage tensor cores, the 328 tensor cores versus 160 gives the Blackwell part a 2.05x advantage. The 82 RT cores versus 40 suggests significant gains in ray tracing workloads, though no specific benchmark confirms this. The 800.3 GB/s memory bandwidth reduces data movement bottlenecks for large models or high-resolution textures. The 32 GB GDDR7 capacity allows larger datasets to reside on the GPU without host memory swapping. The PCIe 5.0 interface doubles the theoretical host transfer bandwidth over PCIe 4.0, which matters for workloads that stream data from system memory.

The RTX 3500 Embedded Ada Generation wins on power efficiency and physical integration. Its 100 W TDP is 39% lower than the Blackwell card's 165 W, which can be critical in embedded chassis with limited cooling. The IGP form factor with no power connectors simplifies system integration compared to the single-slot card requiring a 16-pin connector. The higher base clock of 1725 MHz versus 1215 MHz may offer lower latency for bursty or single-threaded tasks, though the boost clock advantage favors the Blackwell card. The earlier release date of March 2023 versus March 2026 indicates the Ada card has a longer production runway, which may matter for systems with extended qualification cycles. The predecessor and successor lineage shows the RTX 3500 Embedded sits between Ampere-MW and Blackwell-MW, while the RTX PRO 4500 Server sits between Server Hopper and Server Rubin, indicating different product evolution tracks.

For workloads that fit within 12 GB of memory and do not require extreme FP32 throughput, the RTX 3500 Embedded provides a lower-power, smaller-footprint option. For any workload that scales with compute density, memory bandwidth, or memory capacity, the RTX PRO 4500 Blackwell Server is the superior choice according to the recorded specifications. The database shows no measured benchmark data to contradict these architectural conclusions.