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gpt-5.3-codex-sparkvsgpt-5.4-mini

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Compare the things that matter before you build: current price, capabilities, and observed LLM7 usage.

Current pricing

See the cost difference clearly

Directly comparable

gpt-5.3-codex-spark

Input $0.36 USD · Output $2.81 USD / 1M tokens

gpt-5.4-mini

Input $0.04 USD · Output $0.24 USD / 1M tokens

What's different

Only capabilities that differ between these models are listed. Green highlights the broader supported option or larger context window.

Input formats

gpt-5.3-codex-spark

text

gpt-5.4-mini

text, image

Vision

gpt-5.3-codex-spark

Not supported

gpt-5.4-miniBetter fit

Supported

Observed usage comparison

A 30-day LLM7 snapshot, not a global model benchmark.

Requests handled

gpt-5.3-codex-spark

52

gpt-5.4-mini

57

Observed success rate

gpt-5.3-codex-spark

100%

gpt-5.4-mini

43.86%

Average API latency

gpt-5.3-codex-spark

1,363.69 ms

gpt-5.4-mini

14,631.46 ms

P95 API latency

gpt-5.3-codex-spark

5,000 ms

gpt-5.4-mini

60,000 ms

Estimate your workload

Try the same request volume against both public price lists.

Cost calculator

Adjust the volume to see an instant estimate at the current public price.

1M tokens
10,000 tokens
01M

Input estimate

$0.0036

Output estimate

$0.007025

Estimated total

$0.010625

Cost calculator

Adjust the volume to see an instant estimate at the current public price.

1M tokens
10,000 tokens
01M

Input estimate

$0.0004

Output estimate

$0.0006

Estimated total

$0.001

Quick take

  • gpt-5.4-mini supports image input while the other model does not.
  • gpt-5.3-codex-spark recorded a higher observed LLM7 request success rate during this period.
  • gpt-5.3-codex-spark recorded a lower observed p95 API latency on LLM7 during this period.

Keep exploring