GPT-5.4 Pricing & Token Calculator (OpenAI)

Input / Prompt

$3.30/ 1M tokens

$0.0033 per 1K tokens

Output / Completion

$19.80/ 1M tokens

$0.0198 per 1K tokens

Prompt Cache Read

$0.33/ 1M tokens

Save 90% vs prompt

Batch Inference

$1.65/ 1M in

Save 50% via Batch API

Price Ratio

1 : 6.0

Prompt to completion factor

Regional Reach

2AWS Regions

Compare 2 regions ↓

GPT-5.4 Spend Estimator

Model inference spend by prompt volume, cache hit rate, and batch processing.

Prompt Tokens (Millions / month)

M tokens

Completion Tokens (Millions / month)

M tokens

Prompt Cache Hit Rate(90% discount on cached context)

30%

Batch API Mode50% discount on non-realtime async jobs via S3

Estimated Monthly Spend

$0.00

Fresh Prompts:$0.00

Cached Prompts:$0.00

Completions:$0.00

Active: Input: $3.30/1M · Output: $19.80/1M

Key Cost Levers & Architecture

Practical mechanisms to reduce inference costs with GPT-5.4 on AWS

Prompt CachingSave ~90%

Caches repetitive system instructions, schemas, and document prefixes in memory with a 5-minute TTL.

Read Rate: $0.33 / 1M tokens
Write Rate: $4.13 / 1M tokens
Ideal for: Multi-turn conversations, RAG document queries, structured schemas

Batch InferenceSave 50%

Asynchronous bulk processing submitted via Amazon S3 with a standard 24-hour turnaround SLA.

Batch Input: $1.65 / 1M tokens
Batch Output: $9.90 / 1M tokens
Ideal for: Offline classification, synthetic data generation, benchmark evals

Cross-Region & Tiers2 Regions

AWS Bedrock supports standard on-demand inference, priority reserved throughput, and cross-region routing.

Standard: Lowest latency, pay-per-token with zero commitments
Cross-Region Routing: Automatically burst traffic to available regional capacity
GovCloud: Dedicated isolated compliance partitions with +20% uplift

Regional Pricing Matrix

Live rates across all 2 available AWS cloud regions

Baseline: $3.30/1M in2 Global Regions

AWS Region	Prompt Input	Completion Output	Cache Read	Batch Input	Pricing Tier
AWS GovCloud (US-West)`us-gov-west-1`	$3.30/1M	$19.80/1M	$0.33/1M	—/1M	GovCloud
AWS GovCloud (US-East)`us-gov-east-1`	$3.30/1M	$19.80/1M	$0.33/1M	—/1M	GovCloud

Developer Quickstart

Invoke GPT-5.4 via Amazon Bedrock Converse API

Python (boto3) · Amazon Bedrock Runtime

import boto3

# Amazon Bedrock Converse API invocation
client = boto3.client("bedrock-runtime", region_name="us-east-1")

response = client.converse(
    modelId="openai.gpt-5-4-v1:0",
    messages=[
        {
            "role": "user",
            "content": [{"text": "Summarize key features and cost levers of GPT-5.4."}]
        }
    ],
    inferenceConfig={
        "maxTokens": 1024,
        "temperature": 0.7
    }
)

output_text = response["output"]["message"]["content"][0]["text"]
usage = response["usage"]
print(f"Response: {output_text}")
print(f"Usage: {usage['inputTokens']} in, {usage['outputTokens']} out")