Platforms & Infrastructure

DeepInfra alternatives

Explore 8 options alongside DeepInfra (DeepInfra), a product in Platforms & Infrastructure.

Candidates share an existing guide group, a comparison, or specific tags within the same category. This shortlist is not a ranking or a test result.

BentoML

Related: shares the task Running models yourself

Python serving framework for packaging AI models and custom inference pipelines into deployable services.

Open (open weights/source)

Use cases

  • Serving AI models to applications
  • Deployment of production inference endpoints

Pricing: Self-hosting the open-source project and buying the hosted platform are separate choices. The hosted service has its own plans and usage limits; self-hosting still requires infrastructure and any model-provider charges.

Documentation ↗ · Sources

This record was last reviewed on 2026-11-03.

Novita AI

Related: shares the task Running models yourself

AI cloud unifying hosted model APIs, GPU infrastructure and isolated agent sandboxes.

Paid

Use cases

  • Serving AI models to applications
  • Deployment of production inference endpoints

Pricing: Model APIs are metered by model-specific input, output and cached-token rates. GPU Cloud and Agent Sandbox have separate resource pricing; verify account credit and the chosen product’s rate rather than treating all services as one subscription.

Pricing ↗ · Documentation ↗ · Sources

This record was last reviewed on 2026-11-03.

NVIDIA Dynamo-Triton

Related: shares the task Running models yourself

Multi-framework inference server, formerly Triton Inference Server, for deploying models on GPUs and CPUs.

Open (open weights/source)

Use cases

  • Serving AI models to applications
  • Deployment of production inference endpoints

Pricing: The open-source software can be run on your own infrastructure. Compute, storage and any external model API usage are separate costs; a managed service is not included.

Documentation ↗ · Sources

This record was last reviewed on 2026-11-03.

NVIDIA NIM

Related: shares the task Running models yourself

Containerized inference microservices for deploying pretrained and customized models on NVIDIA infrastructure.

Freemium

Use cases

  • Serving AI models to applications
  • Deployment of production inference endpoints

Pricing: Developer Program access covers NIM endpoints and containers for development and testing. Production security updates and support are associated with NVIDIA AI Enterprise or partner endpoints; GPU infrastructure and model-specific terms remain separate from prototype access.

Documentation ↗ · Sources

This record was last reviewed on 2026-11-03.

SambaCloud

Related: shares the task Running models yourself

SambaNova’s hosted inference service, now branded SambaCloud, with OpenAI-compatible requests.

Freemium

Use cases

  • Serving AI models to applications
  • Deployment of production inference endpoints

Pricing: SambaCloud separates developer access, production pay-as-you-go and larger subscription-based plans. Rates and rate limits depend on the selected model and plan; API usage is not included merely by installing an OpenAI-compatible client.

Pricing ↗ · Documentation ↗ · Sources

This record was last reviewed on 2026-11-03.

Aleph Alpha

Related: shares the task Running models yourself

German AI company that builds sovereign large language models and enterprise AI platforms for industry, public-sector, and defense customers.

Paid

Use cases

  • Public-sector and defense applications that require data to stay in Europe
  • Enterprise assistants in industry, administration, and science
  • Research collaborations on transparent language models

Pricing: Aleph Alpha sells to organizations rather than consumers and does not publish list prices; commercial terms are arranged directly with enterprise and public-sector customers.

Documentation ↗ · Sources

This record was last reviewed on 2026-09-10.

Amazon Bedrock

Related: shares the task Running models yourself

Managed AWS service for building applications with foundation models from multiple providers via one API.

Paid

Use cases

  • Enterprise apps that need a choice of models under one API
  • RAG systems grounded in private company data
  • Regulated workloads requiring AWS data controls

Pricing: Pricing is usage-based per input/output token, with on-demand and provisioned-throughput options.

Pricing ↗ · Documentation ↗ · Sources

This record was last reviewed on 2026-10-09.

Amazon Nova

Related: shares the task Running models yourself

AWS portfolio of Amazon-built foundation models and services for text, multimodal, speech, custom model building, and UI-automating agents.

Paid

Use cases

  • Cost-sensitive chat, summarization, and multimodal analysis on AWS
  • Building a custom frontier model with Nova Forge
  • Automating production UI workflows with Nova Act agents

Pricing: Amazon Nova is billed through AWS, typically via Amazon Bedrock, with usage-based pricing that varies by model and service.

Pricing ↗ · Documentation ↗ · Sources

This record was last reviewed on 2026-09-04.

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