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Chips & Compute

AI accelerators, inference silicon and the compute platforms everything else runs on.

18 tools · 58 changes / 30d

High-memory GPU alternative

Version
MI355X
Cost
Enterprise hardware, pricing not published
Model
CDNA

On-device inference across Mac, iPhone and iPad.

Version
M5
Cost
Bundled with hardware
Model
Apple Foundation Models

Cloud-native training silicon

Version
Trainium2
Cost
Pricing is not published on the page. Available via EC2 instances/UltraServers.
Model
Neuron compiler

Co-designed XPUs behind most hyperscaler silicon.

Version
2025
Cost
Enterprise supply agreements
Model
powers Google TPU
10

Wafer-scale inference and training

Version
CS-4
Cost
Free trial available with developer tier pricing (includes a one-time $5 promotional credit).
Model
Codex-Spark

Digital in-memory compute for inference efficiency.

Version
Corsair
Cost
System sales
Model
n/a

Transformer-only ASIC betting on architecture lock-in.

Version
Sohu
Cost
System sales
Model
transformer-only
FuriosaAI RNGD

FuriosaAIAsia

Korean inference silicon with strong perf-per-watt.

Version
RNGD
Cost
System sales
Model
n/a

Inference-first TPU pods

Version
7th generation (Ironwood)
Cost
from $5.4/unit
Model
Gemini
Graphcore IPU

SoftBankEU

IPU accelerators now inside SoftBank.

Version
Bow IPU
Cost
System sales
Model
n/a

Deterministic low-latency inference

Version
GroqCloud API
Cost
Pricing not published on current page. Custom/usage rates apply.
Model
canopylabs/orpheus-arabic-saudi
3

China domestic AI accelerator

Version
Ascend 910C
Cost
Pricing is not publicly available; enterprise/quote-based pricing.
Model
Ascend 910C

Cost-focused training and inference accelerator.

Version
1.24.2
Cost
Pricing not publicly listed (contact Intel sales or cloud partners)
Model
Accelerator
Lightmatter

Lightmatter

Photonic interconnect for scaling accelerator fabrics.

Version
Passage M1000
Cost
System sales
Model
n/a

GB200/B200 rack-scale AI systems

Version
GB200 NVL72
Cost
Pricing is not published (enterprise/quote-only)
Model
Blackwell

Rack-scale inference accelerators entering the datacentre.

Version
AI200
Cost
System sales
Model
n/a
1

Dataflow chips for model serving

Version
SN40L
Cost
Free tier available, pay-as-you-go developer tier, and subscription-based Enterprise plan.
Model
DeepSeek-V3.1

Open RISC-V AI hardware

Version
Blackhole
Cost
from $999/unit
Model
Blackhole Tensix

Recent changes in Chips & Compute

  • model

    Groq LPU — Groq LPU added qwen/qwen3-32b to its model stack

    LPU v2, Llama / Kimi / GPT-OSS, Llama 3.1 8B Instant, Llama 3.3 70B Versatile, Orpheus English, Qwen 3.6 27B, Whisper V3 Large, canopylabs/orpheus-arabic-saudi, canopylabs/orpheus-v1-english, kimi-k2-instruct-0905, llama-4-maverick-17b-128e-instruct, llama-4-scout-17b-16e-instruct, meta-llama/llama-4-maverick-17b-128e-instruct, meta-llama/llama-4-scout-17b-16e-instruct, minimax-m2.5, minimax/minimax-m2.5, minimaxai/minimax-m2.5, moonshotai/kimi-k2-instruct-0905, openai/gpt-oss-120b, openai/gpt-oss-20b, openai/gpt-oss-safeguard-20b, orpheus-arabic-saudi, orpheus-v1-english, qwen/qwen3-vl-32b-instruct, qwen3-32b, qwen3-vl-32b-instruct, whisper-large-v3LPU v2, Llama / Kimi / GPT-OSS, Llama 3.1 8B Instant, Llama 3.3 70B Versatile, Orpheus English, Qwen 3.6 27B, Whisper V3 Large, canopylabs/orpheus-arabic-saudi, canopylabs/orpheus-v1-english, kimi-k2-instruct-0905, llama-4-maverick-17b-128e-instruct, llama-4-scout-17b-16e-instruct, meta-llama/llama-4-maverick-17b-128e-instruct, meta-llama/llama-4-scout-17b-16e-instruct, minimax-m2.5, minimax/minimax-m2.5, minimaxai/minimax-m2.5, moonshotai/kimi-k2-instruct-0905, openai/gpt-oss-120b, openai/gpt-oss-20b, openai/gpt-oss-safeguard-20b, orpheus-arabic-saudi, orpheus-v1-english, qwen/qwen3-32b, qwen/qwen3-vl-32b-instruct, qwen3-32b, qwen3-vl-32b-instruct, whisper-large-v3

    source
  • capability

    AWS Trainium2 — New capabilities: Stochastic Rounding

    105 tracked106 tracked · +Stochastic Rounding

    source
  • version

    Google TPU Ironwood — Google TPU Ironwood moved to 7th generation (Ironwood)

    Ironwood (7th Generation)7th generation (Ironwood)

    source
  • version

    Cerebras WSE-3 — Cerebras WSE-3 moved to CS-4

    WSE-3CS-4

    source
  • model

    Cerebras WSE-3 — Cerebras WSE-3 added Kimi K3.1 to its model stack

    Codex-Spark, GLM-4.7, GPT 5.6 Sol, GPT-5.6-Sol-Ultrafast, Gemma, Gemma-4-31B, Kimi K2.6, Llama, Llama / Qwen / GPT-OSS, QWEN 3.8 27B, Qwen, WSE-3Codex-Spark, GLM-4.7, GPT 5.6 Sol, GPT-5.6-Sol-Ultrafast, Gemma, Gemma-4-31B, Kimi K2.6, Kimi K3.1, Llama, Llama / Qwen / GPT-OSS, QWEN 3.8 27B, Qwen, WSE-3

    source
  • capability

    Tenstorrent Blackhole — New capabilities: Open-source Stack

    153 tracked154 tracked · +Open-source Stack

    source
  • version

    Google TPU Ironwood — Google TPU Ironwood moved to Ironwood (7th Generation)

    7th generationIronwood (7th Generation)

    source
  • capability

    Google TPU Ironwood — New capabilities: AI Acceleration, Deep Learning

    83 tracked85 tracked · +AI Acceleration, Deep Learning

    source
  • version

    Groq LPU — Groq LPU moved to GroqCloud API

    LPUGroqCloud API

    source
  • version

    Google TPU Ironwood — Google TPU Ironwood moved to 7th generation

    7th generation (Ironwood)7th generation

    source
  • version

    Cerebras WSE-3 — Cerebras WSE-3 moved to WSE-3

    CS-4WSE-3

    source
  • version

    Tenstorrent Blackhole — Tenstorrent Blackhole moved to Blackhole

    0.82.0-dev20261103Blackhole

    source
  • capability

    Tenstorrent Blackhole — New capabilities: Enterprise AI Server

    152 tracked153 tracked · +Enterprise AI Server

    source
  • version

    Google TPU Ironwood — Google TPU Ironwood moved to 7th generation (Ironwood)

    Ironwood (7th Gen)7th generation (Ironwood)

    source
  • version

    NVIDIA Blackwell — NVIDIA Blackwell moved to GB200 NVL72

    BlackwellGB200 NVL72

    source
  • version

    Cerebras WSE-3 — Cerebras WSE-3 moved to CS-4

    WSE-3CS-4

    source
  • capability

    Intel Gaudi 3 — New capabilities: FP8/INT4 Inference

    87 tracked88 tracked · +FP8/INT4 Inference

    source
  • version

    Tenstorrent Blackhole — Tenstorrent Blackhole moved to 0.82.0-dev20261103

    Blackhole0.82.0-dev20261103

    source
  • capability

    Tenstorrent Blackhole — New capabilities: AI hardware acceleration

    151 tracked152 tracked · +AI hardware acceleration

    source
  • version

    Huawei Ascend 910C — Huawei Ascend 910C moved to Ascend 910C

    910CAscend 910C

    source
  • version

    AWS Trainium2 — AWS Trainium2 moved to Trainium2

    Trn2Trainium2

    source
  • version

    Google TPU Ironwood — Google TPU Ironwood moved to Ironwood (7th Gen)

    IronwoodIronwood (7th Gen)

    source
  • capability

    AMD Instinct MI355X — New capabilities: ROCm Core SDK 10.1.0

    96 tracked97 tracked · +ROCm Core SDK 10.1.0

    source
  • capability

    NVIDIA Blackwell — New capabilities: Accelerated Computing

    68 tracked69 tracked · +Accelerated Computing

    source
  • model

    Tenstorrent Blackhole — Tenstorrent Blackhole added Blackhole Tensix to its model stack

    GLM-5.2, Gemma-2, Gemma4, Kimi-K3, Llama-3.3-70B, Qwen3-32B, Tensix cores, tt-metal / tt-nnBlackhole Tensix, GLM-5.2, Gemma-2, Gemma4, Kimi-K3, Llama-3.3-70B, Qwen3-32B, Tensix cores, tt-metal / tt-nn

    source