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Claude Haiku 4.5 vs GPT-5.4 Nano

Complete pricing and performance comparison between Anthropic's Claude Haiku 4.5 and OpenAI's GPT-5.4 Nano.

Quick Verdict

Cheaper
GPT-5.4 Nano
5.0x cheaper input, 4.0x cheaper output
Larger Context
GPT-5.4 Nano
400K vs 200K

Pricing Comparison

SpecClaude Haiku 4.5GPT-5.4 NanoDifference
ProviderAnthropicOpenAI
Input / 1M tokens$1$0.2GPT-5.4 Nano is 80% more expensive
Output / 1M tokens$5$1.25GPT-5.4 Nano is 75% more expensive
Context Window200K400K2x difference
Max Output8K128K
Tokenizercl100k_baseo200k_base

Performance Benchmarks

MetricClaude Haiku 4.5GPT-5.4 NanoWinner
Quality Index31--N/A
Output Speed93 tok/s--N/A
Value (Quality/$)31.1--Higher = better value

Benchmark data from Artificial Analysis. Quality Index is a composite score across reasoning, coding, and knowledge tasks.

Cost at Scale

Estimated cost at different usage levels (3:1 input-to-output token ratio, typical for chat).

UsageClaude Haiku 4.5GPT-5.4 NanoSavings
Single request
1K in / 300 out
$0.0025$0.0006GPT-5.4 Nano saves $0.0019
10 requests
10K in / 3K out
$0.025$0.0057GPT-5.4 Nano saves $0.019
100 requests
100K in / 30K out
$0.250$0.058GPT-5.4 Nano saves $0.193
1,000 requests
1M in / 300K out
$2.50$0.575GPT-5.4 Nano saves $1.93
10,000 requests
10M in / 3M out
$25.00$5.75GPT-5.4 Nano saves $19.25
1M requests/mo
1B in / 300M out
$2500.00$575.00GPT-5.4 Nano saves $1925.00

Pros & Cons

Claude Haiku 4.5 Strengths

Part of the Anthropic ecosystem

GPT-5.4 Nano Strengths

  • +Cheaper input tokens
  • +Cheaper output tokens
  • +Larger context window (400K vs 200K)
  • +Higher max output tokens

When to Use Each Model

Choose Claude Haiku 4.5 for

  • Projects already integrated with Anthropic's ecosystem

Choose GPT-5.4 Nano for

  • Budget-conscious projects where cost is the primary factor
  • Long documents, large codebases, or multi-turn conversations
  • Generating long-form content or detailed code

Frequently Asked Questions

Which is cheaper, Claude Haiku 4.5 or GPT-5.4 Nano?
For input tokens, GPT-5.4 Nano is 5.0x cheaper at $0.2/1M tokens. For output tokens, GPT-5.4 Nano is 4.0x cheaper at $1.25/1M tokens. At typical usage (1M input + 300K output), Claude Haiku 4.5 costs $2.50 vs GPT-5.4 Nano at $0.575.
What's the context window difference?
Claude Haiku 4.5 supports 200K context (200,000 tokens), while GPT-5.4 Nano supports 400K (400,000 tokens). GPT-5.4 Nano can handle 2x more context in a single request.
Which model has better benchmarks?
When should I choose Claude Haiku 4.5 over GPT-5.4 Nano?
Choose Claude Haiku 4.5 when you need: a Anthropic ecosystem model. Choose GPT-5.4 Nano when you need: Cheaper input tokens, Cheaper output tokens, Larger context window (400K vs 200K), Higher max output tokens.
How much would 10,000 API requests cost?
At 1K input + 300 output tokens per request (typical chat): Claude Haiku 4.5 = $25.00, GPT-5.4 Nano = $5.75. At 10K input + 1K output per request (longer conversations): Claude Haiku 4.5 = $150.00, GPT-5.4 Nano = $32.50.

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