GPT · Mid-tier · 1.1M context window

GPT 5.4 pricing for marketing copy

$0.0470 per call at 800 input / 3,000 output tokens.

Per call

$0.0470

10K calls/mo

$470

Cache savings

90% off input

Batch savings

50% off all

Calculate your GPT 5.4 costs

Adjust token counts, volume, and discount toggles to model your marketing copy spend. Prices verified daily against provider pricing pages.

Configure your usage

800
100100K
3,000
5050K
10,000
1001M

Estimated cost

Monthly cost
$470
10,000 calls/month
Cost per call$0.047
Daily cost$16
Input rate$2.50/MTok
Output rate$15.00/MTok
Analyze your real spend

Quick start

Call GPT 5.4 with the OpenAI Python SDK:

from openai import OpenAI

client = OpenAI()
response = client.chat.completions.create(
    model="gpt-5.4",
    max_tokens=3000,
    messages=[{"role": "user", "content": "Your prompt here"}]
)
# Cost: ~$0.0470 per call at standard rates
# Input:  $2.50/MTok
# Output: $15.00/MTok

What drives marketing copy cost

Marketing copy is generated in variants (the same brief producing many versions for testing), so cost scales with variant count rather than brief length. Requesting several variants in one call is markedly cheaper than several calls, because the brief and brand context are sent once instead of repeatedly.

For GPT 5.4 specifically, that means output tokens cost 6.0x more than input, at $15.00 vs $2.50 per MTok. At this use case’s 800/3,000 token split, output accounts for 96% of the $0.0470 per-call cost.

Complete GPT 5.4 pricing breakdown

Standard token rates

Direction$/MTokTokens per call
Input$2.50800
Output$15.003,000

Prompt caching: 90% off input tokens

Caching drops input cost from $2.50 to $0.25/MTok. For repeated system prompts, that saves $0.001800 per call.

Batch API: 50% off all tokens

Submit requests asynchronously and receive 50% off all token costs. This works best for offline pipelines where latency requirements are flexible.

Monthly cost projections

Monthly volumeCost per callStandard monthlyCached monthlyYou save with caching
10,000 calls$0.0470$470$452$18
50,000 calls$0.0470$2,350$2,260$90
100,000 calls$0.0470$4,700$4,520$180
500,000 calls$0.0470$23,500$22,600$900
1,000,000 calls$0.0470$47,000$45,200$1,800

GPT 5.4 quality benchmarks for marketing copy

Use GPT 5.4 for marketing copy

Scores 79/100 (rank #4 of 88). Strong pick for production marketing copy workloads.

Top-ranked: Gemini 3.8 Flash (83/100) at $0.0118/call

Performance across all task types

GPT 5.4 scores by task type. Marketing Copy highlighted.

Q&A91Reasoning88Classification88Code Review82Creative Writing *79Extraction76Summarization67Code Generation63
Task typeConfidence scoreRank out of 88
Q&A91/100#1
Reasoning88/100#15
Classification88/100#1
Code Review82/100#5
Creative Writing(current page)79/100#4
Extraction76/100#4
Summarization67/100#16
Code Generation63/100#13

Confidence scores are a third-party benchmark snapshot from week 26 of 2026. This snapshot is 17 weeks old, so treat the scores as directional and validate against your own evals.

Alternative models for marketing copy

10 models score 80+ on marketing copy benchmarks, sorted by input rate. Cheapest: Gemini 3.6 Flash (75% less, 76/100 quality).

ModelProviderInput $/MTokOutput $/MTokQualityPer callvs GPT
Gemini 3.6 FlashGemini$0.75$3.7576/100$0.011875% cheaper
Gemini 3.7 FlashGemini$0.75$3.7582/100$0.011875% cheaper
Gemini 3.8 FlashGemini$0.75$3.7583/100$0.011875% cheaper
Gemini 3.5 FlashGemini$1.50$9.0075/100$0.028240% cheaper
Gemini 3.1 ProGemini$2.00$12.0077/100$0.037620% cheaper
Grok 4.6Grok$2.00$6.0078/100$0.019658% cheaper
Grok 4.7Grok$2.00$6.0075/100$0.019658% cheaper
GPT 5.6 SolGPT$4.00$20.0076/100$0.063234% more
Claude Opus 4.8Claude$5.00$25.0081/100$0.079068% more
Claude Fable 5.1Claude$10.00$50.0078/100$0.1580236% more

About GPT 5.4

Provider

GPT

Tier

Mid-tier

Context

1.1M tokens

Released

Mar 2026

Other models from GPT

ModelTierInput $/MTokOutput $/MTokContext
GPT 5.5Flagship$5.00$30.001.1M
GPT 5.6 SolFlagship$4.00$20.00922K
GPT 5.6 TerraMid-tier$2.00$12.00922K
GPT 5.6 LunaFast / Budget$0.20$1.20922K
GPT 3.5 TurboFast / Budget$0.50$1.5016K
GPT 3.5 Turbo (0125)Fast / Budget$0.50$1.5016K
GPT 4 (0613)Flagship$30.00$60.008K
GPT 4 Turbo (2024-04-09)Flagship$10.00$30.00128K
GPT 4Flagship$30.00$60.008K
GPT 4 TurboFlagship$10.00$30.00128K
GPT 4.1Mid-tier$2.00$8.001.0M
GPT 4.1 MiniFast / Budget$0.40$1.601.0M
GPT 4.1 NanoFast / Budget$0.10$0.401.0M
GPT 4oMid-tier$2.50$10.00128K
GPT 4o (2024-05-13)Flagship$5.00$15.00128K
GPT 4o MiniFast / Budget$0.15$0.60128K
GPT 5Mid-tier$1.25$10.00272K
GPT 5 MiniFast / Budget$0.25$2.00272K
GPT 5 NanoFast / Budget$0.05$0.40272K
GPT 5 ProFlagship$15.00$120.00400K
GPT 5.1Mid-tier$1.25$10.00272K
GPT 5.2Mid-tier$1.75$14.00272K
GPT 5.2 ProFlagship$21.00$168.00272K
GPT 5.4 MiniFast / Budget$0.75$4.50272K
GPT 5.4 NanoFast / Budget$0.20$1.25272K
GPT 5.4 ProFlagship$30.00$180.001.1M
GPT 5.5 ProFlagship$30.00$180.001.1M
GPT 6 AstraFlagship$10.00$50.00922K
GPT 6 LunaFast / Budget$0.10$0.50922K
GPT 6 SolFlagship$2.00$10.00922K
o1Flagship$15.00$60.00200K
o1 ProFlagship$150.00$600.00200K
o3Mid-tier$2.00$8.00200K
o3 MiniFast / Budget$1.10$4.40200K
o3 ProFlagship$20.00$80.00200K
o4 MiniFast / Budget$1.10$4.40200K
GPT 6.1 SolFlagship$2.00$10.00922K

You can compare GPT 5.4 head-to-head against any other model on our model comparison pages, or track how pricing has changed over time on the pricing history tracker.

Frequently asked questions

How much does GPT 5.4 cost for marketing copy per API call?

A typical marketing copy call using GPT 5.4 costs about $0.0470 per call. This estimate uses 800 input tokens and 3,000 output tokens at standard rates. Standard rates are $2.50 per million input tokens and $15.00 per million output tokens.

Is GPT 5.4 the best model for marketing copy?

GPT 5.4 scores 79 out of 100 on marketing copy benchmarks overall. It ranks #4 across all 88 models in our cross-provider registry. The highest-ranked model for this task is Gemini 3.8 Flash from Gemini. That model scores 83/100 on this task type. Confidence scores are a third-party benchmark snapshot from week 26 of 2026. This snapshot is 17 weeks old, so treat the scores as directional and validate against your own evals.

What is the cheapest model for marketing copy with good quality?

The most affordable model for marketing copy above 80/100 quality is Gemini 3.6 Flash. It comes from Gemini at $0.75 per million input tokens. Output costs $3.75 per million tokens with a quality score of 76/100. Switching from GPT 5.4 to Gemini 3.6 Flash saves about 75% per API call.

How can I reduce my GPT 5.4 costs for marketing copy?

Three strategies lower GPT 5.4 costs for this task type effectively. Prompt caching gives a 90% discount on input tokens when reusing system prompts. The batch API gives 50% off all tokens for asynchronous processing workloads. Prompt optimization reduces token counts through more concise instructions and context windows. Combining caching with batching brings your cost from $0.0470 to about $0.002350 per call.

How does GPT 5.4 pricing compare to other GPT models?

GPT has 37 other models alongside GPT 5.4 today: GPT 5.5 at $5.00/$30.00 per million tokens (flagship), GPT 5.6 Sol at $4.00/$20.00 per million tokens (flagship), GPT 5.6 Terra at $2.00/$12.00 per million tokens (mid-tier), GPT 5.6 Luna at $0.20/$1.20 per million tokens (fast / budget), GPT 3.5 Turbo at $0.50/$1.50 per million tokens (fast / budget), GPT 3.5 Turbo (0125) at $0.50/$1.50 per million tokens (fast / budget), GPT 4 (0613) at $30.00/$60.00 per million tokens (flagship), GPT 4 Turbo (2024-04-09) at $10.00/$30.00 per million tokens (flagship), GPT 4 at $30.00/$60.00 per million tokens (flagship), GPT 4 Turbo at $10.00/$30.00 per million tokens (flagship), GPT 4.1 at $2.00/$8.00 per million tokens (mid-tier), GPT 4.1 Mini at $0.40/$1.60 per million tokens (fast / budget), GPT 4.1 Nano at $0.10/$0.40 per million tokens (fast / budget), GPT 4o at $2.50/$10.00 per million tokens (mid-tier), GPT 4o (2024-05-13) at $5.00/$15.00 per million tokens (flagship), GPT 4o Mini at $0.15/$0.60 per million tokens (fast / budget), GPT 5 at $1.25/$10.00 per million tokens (mid-tier), GPT 5 Mini at $0.25/$2.00 per million tokens (fast / budget), GPT 5 Nano at $0.05/$0.40 per million tokens (fast / budget), GPT 5 Pro at $15.00/$120.00 per million tokens (flagship), GPT 5.1 at $1.25/$10.00 per million tokens (mid-tier), GPT 5.2 at $1.75/$14.00 per million tokens (mid-tier), GPT 5.2 Pro at $21.00/$168.00 per million tokens (flagship), GPT 5.4 Mini at $0.75/$4.50 per million tokens (fast / budget), GPT 5.4 Nano at $0.20/$1.25 per million tokens (fast / budget), GPT 5.4 Pro at $30.00/$180.00 per million tokens (flagship), GPT 5.5 Pro at $30.00/$180.00 per million tokens (flagship), GPT 6 Astra at $10.00/$50.00 per million tokens (flagship), GPT 6 Luna at $0.10/$0.50 per million tokens (fast / budget), GPT 6 Sol at $2.00/$10.00 per million tokens (flagship), o1 at $15.00/$60.00 per million tokens (flagship), o1 Pro at $150.00/$600.00 per million tokens (flagship), o3 at $2.00/$8.00 per million tokens (mid-tier), o3 Mini at $1.10/$4.40 per million tokens (fast / budget), o3 Pro at $20.00/$80.00 per million tokens (flagship), o4 Mini at $1.10/$4.40 per million tokens (fast / budget), GPT 6.1 Sol at $2.00/$10.00 per million tokens (flagship). The right choice depends on whether your marketing copy workload prioritizes quality, cost, or speed.

What context window does GPT 5.4 support?

GPT 5.4 supports a context window of 1.1M tokens per API call. This sets the maximum combined length of your input prompt and generated response. For marketing copy, typical calls use 800 input and 3,000 output tokens. That is well within this limit, leaving room for longer prompts or multi-turn conversations.

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