AMD vs Together AI

AMD — Hardware · Public · $785.1B mkt cap · 4 of 4 figures sourced  |  Together AI — Infrastructure · Private · $8.3B valuation · 4 of 4 figures sourced

Relationship

AMD Ryzen AI Software and Together Batch Inference both serve buyers who need to serve a model in production; smaller scale (private).

Assembled from the recorded fields for this pair, not hand-checked. The comparison below is read from each company’s own profile.

4 of 9 capabilitiesShared product typeSmaller scale

4 of 9 capabilities — Shares GPU cloud, model hosting, model inference and 1 more.

Ludbee capability tags · from the product records

Shared product type — Both ship infrastructure service.

Ludbee product records

Smaller scale — Together AI: $8.3B valuation, against AMD's $785.1B market cap.

Ludbee scale figures · valuation, market cap or revenue estimate

Aligned comparison

FieldAMDTogether AI
Size$785.1B mkt cap$8.3B valuation different basis
Employees31,000350 Together AI has 89× fewer
Founded19692022 53 yrs later
StatusPublicPrivate
CategoryHardwareInfrastructure
Stack layerHardware, Infrastructure service, PlatformAPI service, Developer tool, Infrastructure service, Model API
HeadquartersSanta Clara, USASan Francisco, USA

Capability overlap

Shared · 4

GPU cloudModel hostingModel inferenceModel training

Not verified for Together AI · 5

Accelerator siliconAI compute hardwareGPU programmingInterconnectServer systems

Recorded for AMD. Together AI’s product records say nothing either way — a missing record is not a missing capability.

Together AI has no capability AMD lacks, among the 4 recorded here.

Products, side by side

Algorithmic pairing — assembled from recorded fields, not hand-checked

AMD

Infrastructure service

AMD Developer CloudInfrastructure service

An on-demand cloud service giving developers browser and API access to AMD Instinct MI300X GPU instances for AI, ML and HPC workloads.

Together AI

Infrastructure service

Together Dedicated Container InferenceInfrastructure service

Dedicated, reserved GPU containers for model inference with guaranteed performance, billed per GPU-hour.

Together GPU ClustersInfrastructure service

Reserved NVIDIA GPU clusters for training and large-scale inference.

No counterpart

AMD sells these in a stack layer with no product recorded for Together AI yet — nothing on the other side to compare them against.

Platform

AMD Enterprise AI Reference StackPlatform

An open-source reference stack for running enterprise AI workloads at scale on AMD compute: open-source AI frameworks and generative models connected to an enterprise-ready Kubernetes platform, with AMD Inference Microservices — prebuilt inference containers bundling model, engine and optimised configuration for AMD hardware.

AMD ROCmPlatform

Open-source GPU computing stack of compilers, runtimes and libraries for running AI and HPC workloads on AMD hardware.

AMD Ryzen AI SoftwarePlatform

A development stack of compiler, runtime and tools for porting pretrained models onto the NPU and integrated GPU of Ryzen AI processors.

AMD Vitis AIPlatform

An open-source AI inference development stack of compiler, optimised NPU IP and runtime for deploying deep-learning models on AMD adaptive SoCs, FPGAs and Alveo cards.

Hardware

AMD Helios Rackscale SolutionHardware

A rack-scale AI system combining 72 Instinct MI455X GPUs with EPYC CPUs and Pensando networking for frontier-model training and large-scale inference.

AMD InstinctHardware

Data-centre GPU accelerators for training and serving models, sold in OEM servers and rack systems.

AMD Kria SOMsHardware

System-on-module family for deploying edge and physical AI, with production SOMs and partner-validated carrier systems.

AMD Pensando AI NICsHardware

AI NIC family (Pollara 400 at 400 Gbps, Vulcano 800 at 800 Gbps Ethernet) for scale-out inter-GPU communication in AI training and inference clusters, built on the Ultra Ethernet Consortium specification.

AMD Pensando DPUsHardware

Data processing unit family (Salina, Giglio) offloading networking, security and storage services from host CPUs in AI data centres, programmable via the P4-based Pensando software stack.

AMD Versal AI CoreHardware

Adaptive SoC/FPGA family for AI inference and adaptive compute workloads.

AMD Versal AI Edge Series Gen 2Hardware

Second-generation Versal AI Edge adaptive SoC family for embedded AI preprocessing, inference and postprocessing.

Together AI sells these in a stack layer with no product recorded for AMD yet — nothing on the other side to compare them against.

API service

Together Batch InferenceAPI service

Asynchronous bulk inference for workloads that do not need a real-time response, priced below Together's serverless rate.

Together Fine-TuningAPI service

A managed service for fine-tuning open-source models on a customer's own data and serving the result on Together's infrastructure.

Developer tool

Together Custom TrainingDeveloper tool

Custom model training service covering supervised fine-tuning and direct preference optimization, billed per token.

Model API

Together InferenceModel API

Hosted API serving open-weight text, image and audio models, billed per token.