LLM APIS / HEAD-TO-HEADSources checked 2026-10-06 / 2026-10-08

OpenAI API vs Anthropic Claude

An honest, mathematical pricing and capability comparison for developers and engineering leaders.

OpenAI API

Industry-standard foundation models with automatic prompt caching and vision.

Baseline Cost
$3.08/ mo
Modeled plan: GPT-4o mini

Anthropic Claude

Leading coding and analytical models with 90% prompt cache read discounts.

Baseline Cost
Not available/ mo
No supported estimate for this workload
Quick Takeaway

A price ranking is unavailable because one or both products lack an eligible estimate for this workload.

What this comparison covers

Commercial API inference for generative language and reasoning models. Shared multi-tenant API endpoints, standard rate limits, and pay-as-you-go billing without committed use discounts or provisioned throughput. Fine-tuning, batch API discounts, embeddings, and audio generation are excluded.

Evaluating 2 products from 4 published in this category. USD monthly equivalents, before tax. Features and service compatibility need separate evaluation.

Standard input tokens
10,000,000 tokens / month
Output tokens
2,000,000 tokens / month
Cached prompt tokens
5,000,000 tokens / month
Change the workload and compare plans →

OpenAI API

Industry-standard foundation models with automatic prompt caching and vision.

$3.08 / month

GPT-4o mini

Official pricing · Checked 2026-10-06

Cost breakdown and exclusions
  • Monthly subscription: $0
  • Standard input tokens: $1.50
  • Output completion tokens: $1.20
  • Cached prompt tokens: $0.38
  • Automatic 50% prompt caching discount applies to prompts with 1,024+ identical leading tokens.
  • Fine-tuning, Batch API discounts, audio/realtime APIs, and image generation.

Anthropic Claude

Leading coding and analytical models with 90% prompt cache read discounts.

Not modeled

Claude 3.5 Haiku

Official pricing · Checked 2026-10-08

Cost breakdown and exclusions
  • Claude 3.5 Haiku retired on February 19, 2026. This model is unavailable on the Claude API.
  • Claude 3.5 Sonnet retired on October 28, 2025. This model is unavailable on the Claude API.
  • This pricing model is not supported.
DECISION FRAMEWORK

Detailed Verdict: When to Choose Which

Based on sourced pricing models, included allowances, and the stated workload requirements.

Evidence for OpenAI API:

  • GPT-4o mini: $3.08/month at this workload.
  • Automatic 50% prompt caching discount applies to prompts with 1,024+ identical leading tokens.
  • Excluded: Fine-tuning, Batch API discounts, audio/realtime APIs, and image generation.
  • Pricing observation: 2026-10-06.

Evidence for Anthropic Claude:

  • Claude 3.5 Haiku: Estimate unavailable at this workload.
  • Claude 3.5 Haiku retired on February 19, 2026. This model is unavailable on the Claude API.
  • Claude 3.5 Sonnet retired on October 28, 2025. This model is unavailable on the Claude API.
  • Excluded: This pricing model is not supported.
  • Pricing observation: 2026-10-08.
Switching platforms?Review our migration planning guide, cost shifts, and cutover checklist.
Planning a migration? View the migration guide ↗
Real-world cloud workloads often feature spiky usage or non-linear scaling. Always model your exact workload parameters below rather than relying solely on entry tier rates.
DETAILED COMPARISON

Specification & Capability Matrix

Side-by-side comparison of baseline pricing, free allowances, supported developer capabilities, and verification dates.

Feature / MetricOpenAI APIAnthropic ClaudeEdge
Selected planGPT-4o miniClaude 3.5 HaikuTied
Monthly cost at stated workload$3.08/monthEstimate unavailableTied
Billing commitmentMonthly pricing modelMonthly pricing modelTied
Prompt cachingAutomatic or explicit discounts for cached prompt context.Documented on selected planDocumented on selected planTied
Multimodal / VisionNative support for processing images and documents in prompts.Documented on selected planDocumented on selected planTied
Structured JSONGuaranteed valid JSON schema mode or constrained decoding.Documented on selected planDocumented on selected planTied
Reasoning modelInternal chain-of-thought or reasoning token generation.Not confirmed on selected planNot confirmed on selected planTied
Pricing observation date2026-10-062026-10-08Tied
PRACTICAL ARCHITECTURES

Real-World Workload Scenarios

Compare estimated monthly costs across stated workload profiles before deploying.

RAG Chatbot

Conversational assistant with injected knowledge base context

OpenAI API$7.88
Anthropic ClaudeNot available

Autonomous Agent

Multi-step tool calling, iterative planning, and document synthesis

OpenAI API$18.75
Anthropic ClaudeNot available

High-Volume Extraction

Structured data extraction and entity tagging across records

OpenAI API$20.70
Anthropic ClaudeNot available
LIVE SIMULATOR

Interactive Workload Calculator

Slide to match your projected monthly volume and watch how each pricing model reacts.

tokens / month
0 tokens / month5,000,000,00010,000,000,000 tokens / month
OpenAI API
$3.08/ mo
VS
Anthropic Claude
Not available/ mo
COMMON QUESTIONS

OpenAI API vs Anthropic Claude FAQ

Direct answers to key technical, pricing, and migration questions.

Is OpenAI API cheaper than Anthropic Claude?

A price ranking is unavailable because one or both products lack an eligible estimate for this workload.

What does this comparison cover?

Commercial API inference for generative language and reasoning models. Shared multi-tenant API endpoints, standard rate limits, and pay-as-you-go billing without committed use discounts or provisioned throughput. Fine-tuning, batch API discounts, embeddings, and audio generation are excluded. Estimates cover modeled fees at the stated usage. Review selected-plan warnings and exclusions; taxes, migration effort and unmodeled requirements are not a savings promise.

How is pricing freshness handled?

The displayed observation dates belong to the selected plans. Stale, future-dated, quote-only or otherwise ineligible estimates do not receive a price ranking. Consult the linked vendor sources before purchasing.