AMD Ryzen Embedded 9950X3D vs Intel Core 7 150HL Comparison

Where Each One Wins

The recorded data for these two processors shows a clear split based on workload characteristics. The AMD Ryzen Embedded 9950X3D is built around a 16-core, 32-thread configuration with a base clock of 4.30 GHz and a boost clock of 5.70 GHz. This places it as a high-throughput part designed for heavily threaded, compute-intensive tasks. Its 128 MB of L3 cache, combined with the high core count, gives it a substantial advantage in scenarios where large datasets are repeatedly accessed, such as database workloads, scientific simulations, and content creation pipelines that scale across many threads.

The Intel Core 7 150HL, by contrast, uses a 14-core, 20-thread design with a base clock of 2.40 GHz and a boost clock of 5.00 GHz. The lower thread count and smaller 24 MB shared L3 cache indicate that this part is not aimed at sustained multi-threaded throughput. Instead, its 45 W TDP and support for both DDR4 and DDR5 memory suggest it is intended for lower-power, space-constrained systems where moderate performance and efficiency are prioritized over raw compute capability. The Intel part also integrates Iris Xe Graphics 96EU, which is a more capable integrated GPU than the Radeon Graphics found on the AMD chip, making it the stronger option for systems that rely on the built-in display output without a discrete graphics card.

The benchmark wins are split evenly at zero for each side, but the architectural data points indicate distinct strengths. The AMD part wins on raw core count, thread count, cache size, memory bandwidth (89.6 GB/s), and PCIe Gen 5 support with 24 lanes. The Intel part wins on power efficiency, memory flexibility (DDR4 and DDR5), and integrated graphics capability. For a workload that can use 32 threads and benefits from a large L3 cache, the AMD part is the obvious choice. For a system that needs modest computing power, dual memory support, and a stronger iGPU, the Intel part takes the lead.

Architecture Differences

The two processors come from fundamentally different design philosophies. The AMD Ryzen Embedded 9950X3D is part of the 9000 series, using the Granite Ridge codename and built on the Zen 5 architecture. It is manufactured on a 4 nm process at TSMC, with 16,630 million transistors spread across a dual-die design with each die measuring 70.6 mm². The Intel Core 7 150HL belongs to the Raptor Lake family, specifically the Raptor Lake-PS generation, and is fabricated on Intel's 10 nm process. The AMD part uses a 16-core, 32-thread configuration with a base clock of 4.30 GHz and a boost clock of 5.70 GHz. The Intel part uses 14 cores and 20 threads, with a base clock of 2.40 GHz and a boost clock of 5.00 GHz.

The cache hierarchies differ substantially. Both processors use an 80 KB L1 cache per core, but the L2 cache differs: the AMD part has 1 MB per core, while the Intel part has 2 MB per core. The L3 cache is the biggest divergence. The AMD chip has 128 MB of L3 cache, while the Intel chip has 24 MB shared. This fourfold difference in L3 capacity is a defining characteristic of the AMD part, directly benefiting workloads that repeatedly access large working sets. The Intel part's larger per-core L2 cache (2 MB versus 1 MB) helps with smaller, more localized data patterns, but the overall cache capacity is far smaller.

Memory support also differentiates the two. The AMD processor supports DDR5 memory only, in a dual-channel configuration, with a recorded memory bandwidth of 89.6 GB/s. The Intel processor supports both DDR4 and DDR5, also in dual-channel mode, though no memory bandwidth figure is listed for it. The AMD part supports ECC memory, while the Intel part does not. This makes the AMD chip more suitable for error-sensitive workloads such as financial modeling, scientific computing, or server-style applications where data integrity is critical.

PCIe connectivity is another major split. The AMD part offers PCIe Gen 5 with 24 lanes (CPU only), while the Intel part offers PCIe Gen 4 with 8 lanes (CPU only). This gives the AMD chip a decisive advantage in systems that need high-bandwidth connections to multiple NVMe drives, GPUs, or accelerators. The Intel part's 8 Gen 4 lanes are more limited, suitable for a basic expansion configuration.

The integrated graphics differ as well. The AMD part uses Radeon Graphics, while the Intel part uses Iris Xe Graphics 96EU. The Intel iGPU is generally considered more capable for everyday graphical tasks, though the database does not provide specific benchmark scores for either. The AMD processor has an unlocked multiplier, while the Intel processor is locked, meaning the AMD part can be overclocked by the user. The AMD processor uses AMD Socket AM5, while the Intel processor uses Intel Socket 1700. The AMD part has a 170 W TDP, while the Intel part has a 45 W TDP, indicating a large difference in thermal and power requirements.

The release dates also differ: the AMD processor launched on 2025-10-06, while the Intel processor launched on 2024-04-07. Both are marked as Active in production status.

Head-to-Head Benchmarks

The benchmark database shows zero recorded wins for either processor in the head-to-head comparisons, and the average benchmark scores for both are zero. This means no direct measured performance data is currently available in the database for a one-to-one comparison. However, the architectural specifications provide a basis for inferring relative performance in specific workload categories.

The AMD Ryzen Embedded 9950X3D has 16 cores and 32 threads, which is 2 cores and 12 threads more than the Intel Core 7 150HL's 14 cores and 20 threads. In a fully threaded workload that scales linearly, the AMD part would have a theoretical 14% core advantage and a 60% thread advantage. The base clock of 4.30 GHz on the AMD part is 79% higher than the Intel part's 2.40 GHz base clock, while the boost clock of 5.70 GHz is 14% higher than the Intel part's 5.00 GHz boost. This combination of higher core count, higher thread count, and higher clocks gives the AMD part a clear edge in multi-threaded throughput, provided the workload is not limited by power or thermals.

The L3 cache difference is the most striking specification. The AMD part's 128 MB L3 cache is over five times larger than the Intel part's 24 MB. In workloads that exhibit high cache locality, such as database queries, in-memory analytics, or certain scientific computations, the AMD chip's larger cache can reduce memory stalls and improve effective throughput. The Intel part's larger per-core L2 cache (2 MB versus 1 MB) may help in single-threaded tasks with moderate data footprints, but the overall cache capacity is far smaller.

Memory bandwidth is another clear differentiator. The AMD part records 89.6 GB/s of memory bandwidth, while no figure is listed for the Intel part. The AMD part supports only DDR5, which typically provides higher bandwidth than DDR4, though the Intel part also supports DDR5 in addition to DDR4. For memory-intensive workloads, the AMD chip's higher bandwidth capacity is an advantage.

The Intel part does have one clear specification win: its 45 W TDP versus the AMD part's 170 W TDP. This means the Intel chip generates far less heat and requires a smaller cooling solution, which is important in embedded or compact systems. The Intel part also has a stronger integrated GPU (Iris Xe Graphics 96EU versus Radeon Graphics), which matters in systems without a discrete GPU. However, the database does not provide specific performance numbers for either iGPU.

Without direct benchmark scores, the data indicates that the AMD part wins on core count, thread count, clock speeds, cache size, memory bandwidth, ECC support, PCIe Gen 5 lanes, and multiplier unlock. The Intel part wins on TDP, memory type flexibility (DDR4 and DDR5), and integrated graphics capability. These are the only measurable differences recorded.

The Verdict

The data indicates a clear choice based on workload requirements. The AMD Ryzen Embedded 9950X3D is the superior processor for any application that can use its 32 threads, benefit from its 128 MB L3 cache, or require ECC memory or PCIe Gen 5 connectivity. Its 4.30 GHz base clock and 5.70 GHz boost clock, combined with 16 cores, make it suitable for heavy compute tasks such as server-style workloads, scientific computing, or content creation that scales across many threads. The 89.6 GB/s memory bandwidth and DDR5-only support are consistent with a high-performance design. The unlocked multiplier allows for overclocking, which is an additional flexibility not available on the Intel part.

The Intel Core 7 150HL is the better choice for systems where power consumption is a primary constraint. Its 45 W TDP is less than a third of the AMD part's 170 W TDP, which significantly reduces thermal management requirements and allows for smaller, fanless or low-noise designs. The support for both DDR4 and DDR5 memory gives system integrators more flexibility in component selection, which can be valuable in existing platforms. The Iris Xe Graphics 96EU integrated GPU is a more capable graphics solution, making the Intel part suitable for systems that need modest graphical output without a discrete card. Its 14 cores and 20 threads are still substantial for many embedded applications, and the 24 MB shared L3 cache, while smaller than the AMD part's, is adequate for many workloads.

For a user deciding between these two, the key questions are: does the workload require more than 20 threads or more than 24 MB of L3 cache, and does the system need ECC memory or PCIe Gen 5? If yes to any of these, the AMD part is the only option. If power efficiency, memory flexibility, or integrated graphics quality are the priorities, the Intel part is the appropriate choice. The database shows no benchmark wins for either, but the specifications strongly indicate that these are complementary parts designed for different segments.

FAQ

Q: Which processor has more cores and threads?

A: The AMD Ryzen Embedded 9950X3D has 16 cores and 32 threads, while the Intel Core 7 150HL has 14 cores and 20 threads.

Q: How do the clock speeds compare?

A: The AMD part has a base clock of 4.30 GHz and a boost clock of 5.70 GHz. The Intel part has a base clock of 2.40 GHz and a boost clock of 5.00 GHz.

Q: What is the difference in L3 cache size?

A: The AMD part has 128 MB of L3 cache, while the Intel part has 24 MB of shared L3 cache.

Q: Which processor supports ECC memory?

A: The AMD Ryzen Embedded 9950X3D supports ECC memory. The Intel Core 7 150HL does not.

Q: What memory types are supported by each?

A: The AMD part supports DDR5 only. The Intel part supports both DDR4 and DDR5.

Q: What is the TDP of each processor?

A: The AMD part has a TDP of 170 W, while the Intel part has a TDP of 45 W.

Q: Which processor has a higher PCIe specification?

A: The AMD part offers PCIe Gen 5 with 24 lanes (CPU only), while the Intel part offers PCIe Gen 4 with 8 lanes (CPU only).