Compute Comparison
vs
All providers →
BasetenvsIONOS AI Model Hub

Baseten vs IONOS AI Model Hub: Token Pricing, Speed & Intelligence

Full comparison of Baseten and IONOS AI Model Hub — live token pricing, latency, throughput, context window, strengths, weaknesses, and best use cases. Rates sourced from public APIs — verify before use.

Baseten

Production ML infrastructure — deploy any model with custom serving, autoscaling, and GPU selection

Baseten is a production ML infrastructure platform for deploying custom and open-weight models with full control over serving configuration, GPU selection, autoscaling, and cold-start behavior. Unlike managed inference APIs, Baseten lets you bring your own model weights, custom preprocessing, and serving logic. It supports Truss (Baseten's open-source model packaging format), vLLM, TensorRT-LLM, and custom Python serving code. Ideal for teams that need more control than a managed API but less overhead than raw Kubernetes.

Custom model deploymentFine-tuned modelsML infrastructureProduction servingOpen-weight models
Open-weight hostHosts open weights

IONOS AI Model Hub

Managed open-weight inference from IONOS Cloud

IONOS AI Model Hub is a managed LLM inference service from IONOS Cloud, offering access to open-weight models including Qwen, Mistral, Llama, and GPT OSS families via an OpenAI-compatible API, with pricing denominated in EUR (net of tax).

ChatOpen-weight inferenceEuropean cloud
Open-weight hostHosts open weights

Key metric comparison

Baseten
IONOS AI Model Hub
Cheapest input ($/1M)

—

—

Cheapest output ($/1M)

—

—

Peak throughput

—

—

Best latency (TTFT)

—

—

Intelligence score

—

—

Context window

—

262K

Live token pricing

Basetenlive pricing

No live pricing data available.

IONOS AI Model Hublive pricing

← Swipe to see all columns

ModelInputOutput
Qwen3.5-9B$0.10EST Oct 2026$0.15
Mistral Small 24B$0.10EST Oct 2026$0.30
gpt-oss-120b$0.15EST Oct 2026$0.65
Llama 3.3 70B$0.65EST Oct 2026$0.65
Qwen3.8-27B$0.40EST Oct 2026$2.70

Strengths and weaknesses

Baseten

Full control over model serving: custom preprocessing, postprocessing, and business logic
Bring your own weights — deploy any HuggingFace model or custom fine-tune
GPU selection: H100, A100, A10G, T4 with per-second billing
Autoscaling including scale-to-zero for cost efficiency
Truss open-source packaging format for reproducible model deployments
More setup required than managed APIs — not a drop-in OpenAI replacement
Cold starts on scale-to-zero deployments (configurable warm pool available)
Pricing is higher than shared inference APIs for low-volume workloads

IONOS AI Model Hub

Key differentiators

Baseten

The production ML platform that gives you managed-API convenience with custom-serving flexibility — deploy any model with your own preprocessing logic, GPU selection, and autoscaling without managing Kubernetes.

Frequently asked questions

Baseten FAQs

What is Baseten?

Baseten is a production ML infrastructure platform for deploying AI models with custom serving logic, GPU selection, and autoscaling. It supports any open-weight model or custom fine-tune via the Truss packaging format.

How does Baseten differ from Together AI or Replicate?

Baseten gives you full control over the serving stack — custom preprocessing, postprocessing, GPU selection, and autoscaling behavior. Together AI and Replicate are managed APIs with fixed serving; Baseten is for teams that need custom model serving logic.

What GPUs does Baseten support?

Baseten supports H100 SXM, H100 PCIe, A100 80GB, A10G, and T4 GPUs with per-second billing. You select the GPU type per deployment based on your model's memory and throughput requirements.

IONOS AI Model Hub FAQs

What is IONOS AI Model Hub?

IONOS AI Model Hub is a managed LLM inference service from IONOS Cloud. It provides access to open-weight models via an OpenAI-compatible API. See cloud.ionos.com/managed/ai-model-hub for details.

What currency does IONOS AI Model Hub use for pricing?

Prices are denominated in EUR, net of tax. See the IONOS Cloud price list at docs.ionos.com for current rates.

What models are available on IONOS AI Model Hub?

Available models include families from Qwen, Mistral, Llama, and GPT OSS. See docs.ionos.com/cloud/ai/ai-model-hub for the current catalog.

Provider resources

Baseten

Provider page
Website
PricingDocs

IONOS AI Model Hub

Provider page
Website
PricingDocs

Key strengths compared

Baseten

  • Full control over model serving: custom preprocessing, postprocessing, and business logic
  • Bring your own weights — deploy any HuggingFace model or custom fine-tune
  • GPU selection: H100, A100, A10G, T4 with per-second billing
  • More setup required than managed APIs — not a drop-in OpenAI replacement
  • Cold starts on scale-to-zero deployments (configurable warm pool available)

IONOS AI Model Hub

    Key weaknesses compared

    Baseten

    • More setup required than managed APIs — not a drop-in OpenAI replacement
    • Cold starts on scale-to-zero deployments (configurable warm pool available)
    • Pricing is higher than shared inference APIs for low-volume workloads

    IONOS AI Model Hub

      Provider category context

      Baseten is a inference api, founded in 2019. IONOS AI Model Hub is a cloud. The category difference means these providers serve partially overlapping use cases — compare the model lists and pricing tables above to find the best fit for your specific workload.

      How to choose between them

      Choose Baseten if you need full control over model serving: custom preprocessing, postprocessing, and business logic. Choose IONOS AI Model Hub if you need . For high-volume production workloads, run a cost comparison using the token pricing table above with your actual prompt/completion token ratio — the cheapest provider depends heavily on your input-to-output token ratio.