Kakao Enterprise vs Together AI

Kakao Enterprise — Infrastructure · Private  |  Together AI — Infrastructure · Private · $8.3B valuation · 4 of 4 figures sourced

Relationship

Kubeflow and Together Dedicated Container Inference do comparable work on model hosting; both also serve buyers who need to serve a model in production; Kakao Enterprise's scale not recorded.

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

4 of 5 capabilitiesShared product type

4 of 5 capabilities — Shares GPU cloud, model hosting, model inference and 1 more.

Ludbee capability tags · from the product records

Shared product type — Both ship developer tool.

Ludbee product records

Aligned comparison

FieldKakao EnterpriseTogether AI
Sizenot disclosed$8.3B valuation
Employees—350
Founded—2022
StatusPrivatePrivate match
CategoryInfrastructureInfrastructure match
Stack layerDeveloper tool, PlatformAPI service, Developer tool, Infrastructure service, Model API
HeadquartersSeongnam, South KoreaSan Francisco, USA

Capability overlap

Shared · 4

GPU cloudModel hostingModel inferenceModel training

Not verified for Together AI · 1

Evaluation and observability

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

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

Products, side by side

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

Kakao Enterprise

Developer tool

AI InsightDeveloper tool

A GPU monitoring dashboard on KakaoCloud that tracks utilization, memory, temperature, idle ratio, and error metrics for GPU resources across Kubernetes Engine and Virtual Machine environments.

Together AI

Developer tool

Together Custom TrainingDeveloper tool

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

No counterpart

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

Platform

KubeflowPlatform

A managed, Kubernetes-based platform on KakaoCloud for building, training, and deploying machine learning workflows, with GPU MIG partitioning and per-namespace access control.

Together AI sells these in a stack layer with no product recorded for Kakao Enterprise 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.

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.

Model API

Together InferenceModel API

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