LLM InfrastructureCommercial

OpenAI API

GPT-4o, o1, and embeddings from OpenAI

by openaiApp Infrastructure

About

API access to GPT-4o, o1, and other OpenAI models including embeddings and image generation. The most widely used LLM API in production.

Choose OpenAI API when…

  • You need the broadest ecosystem and most integrations
  • GPT-4 or o-series reasoning models are required
  • Assistants API, fine-tuning, or batch API are needed

Builder Slot

Where do your models actually run?Required for most stacks

LLM providers and inference servers — where the actual model computation happens

Dev Tools
Not applicable
App Infra
Required
Hybrid
Required

Other tools in this slot:

Stack Genome Detection

AIchitect's Genome scanner detects OpenAI API in your project via these signals:

npm packages
openai
pip packages
openai
env vars
OPENAI_API_KEYOPENAI_BASE_URLOPENAI_ORG_ID

Integrates with (19)

CrewAIAgent Frameworks

CrewAI connects to OpenAI's API via its LangChain model connector for agent reasoning and tool calling.

GPT-4o-powered CrewAI crews with native function calling and parallel agent task execution.

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AutoGenAgent Frameworks

AutoGen calls OpenAI's API natively for agent reasoning, with full function calling and parallel agent support.

GPT-4o-powered multi-agent conversations with structured tool use and concurrent agent execution.

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LangChainPipelines & RAG

LangChain uses OpenAI's API via its ChatOpenAI class with native function calling and structured output support.

GPT-4o in any LangChain chain or agent with full tool calling and parallel function execution out of the box.

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LlamaIndexPipelines & RAG

LlamaIndex uses OpenAI's API for both embedding generation and completions via its native adapters.

Best-in-class embeddings and generation in LlamaIndex pipelines — ada-002 or text-embedding-3 for retrieval, GPT-4o for generation.

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MastraAgent Frameworks

Mastra connects to OpenAI's API natively for agent reasoning, tool calling, and structured output generation.

GPT-4o-powered Mastra agents with native function calling and real-time streaming support.

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PydanticAIAgent Frameworks

PydanticAI wraps OpenAI's API with a typed model interface, enforcing structured outputs through Pydantic models.

Type-safe GPT-4o responses in agent pipelines — structured data comes out of the model, not raw text.

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smolagentsAgent Frameworks

SmolAgents uses OpenAI's API for its code generation and reasoning steps via a direct model connector.

GPT-4o-powered SmolAgents with strong code generation for the agent's tool-calling and multi-step reasoning.

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AgnoAgent Frameworks

Agno connects to OpenAI's API natively for agent reasoning, multimodal inputs, and structured tool calling.

GPT-4o-powered Agno agents with vision, audio, and structured function calling out of the box.

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LiteLLMLLM Infrastructure

LiteLLM routes to OpenAI's API natively, treating it as the default provider in its unified format.

OpenAI access through LiteLLM's multi-provider interface — add fallbacks, cost controls, and model swapping without touching app code.

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PortKeyLLM Infrastructure

Portkey proxies OpenAI's API — change one base URL and every OpenAI call gets caching, retries, and load balancing.

Production-hardened OpenAI calls with automatic retry, prompt caching, and cost savings through Portkey's proxy layer.

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LangfuseLLM Infrastructure

Langfuse's SDK wraps OpenAI's client, capturing every API call with token counts, cost, and latency automatically.

Per-call observability on OpenAI usage — see exactly which prompts are expensive, slow, or producing poor outputs.

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HeliconeLLM Infrastructure

Helicone is a drop-in proxy for OpenAI's API — change one base URL and every OpenAI call is logged, cached, and monitored.

Immediate cost and request logging for OpenAI usage with zero code changes — one URL swap covers the entire app.

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Vercel AI SDKLLM Infrastructure

The Vercel AI SDK wraps OpenAI's API in its unified provider interface, handling streaming, tool calling, and structured output natively.

Streaming AI UIs backed by OpenAI with one import — useChat, useCompletion, and tool calling work out of the box.

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PromptFooPrompt & Eval

Promptfoo calls OpenAI's API directly to run prompts through configured test cases and compare outputs against assertions.

Automated prompt regression testing against GPT-4o — catch output quality changes before they reach production.

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DeepEvalPrompt & Eval

DeepEval uses OpenAI's API as the judge model to score generated outputs on metrics like faithfulness, relevance, and hallucination rate.

LLM-as-judge quality metrics powered by GPT-4o — structured, reproducible evaluation scores for any AI output.

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LettaAgent Frameworks

Letta agents use OpenAI models as their reasoning core, extended with Letta's persistent memory layer.

Long-running stateful agents that remember context across sessions without context window limits.

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Azure OpenAILLM Infrastructure

Azure OpenAI hosts OpenAI's models in Microsoft's data centers, accessible via the same OpenAI SDK.

OpenAI model access with enterprise compliance, data residency, and Azure AD integration.

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GalileoPrompt & Eval
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Often paired with (2)

Alternatives to consider (8)

Pricing

APIPer token

In 13 stacks

Ruled out by 6 stacks

AI Design-to-Code Pipeline
Direct API access adds complexity — v0 and Locofy already wrap it
Zero-Budget OSS Stack
Every token costs money — that's the constraint you're solving around
Multi-Agent DevOps Stack
Direct API calls add fragility — LangGraph manages model routing and retry logic
OSS Self-Hosted AI Stack
Every API call sends data to OpenAI's servers — that's the exact constraint you're solving
EU / GDPR Regulated AI Stack
Data processed on US servers by default; no EU data residency option currently available
Edge / On-Device AI Stack
Cloud API — requires internet connectivity and sends data to external servers

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