GPT-5.4 Pro vs GPT Chat Latest: API Cost Comparison
Compare the API pricing, context windows, features, and real-world cost projections for GPT-5.4 Pro (OpenAI) and GPT Chat Latest (OpenAI). Use the interactive calculator below to compute your exact monthly cost based on your token usage and request volume.
Prices verified May 6, 2026
Interactive Cost Calculator
Fills in typical token counts for a workload type
Tokens in each prompt sent to the model
Tokens generated in each response
Total API calls per month
Showing costs for 2 models. Cheapest: GPT Chat Latest at $200.00/month.
| Alert | |||||||
|---|---|---|---|---|---|---|---|
BestGPT Chat Latest | OpenAI | $200.00 | $0.020000 | $50.00 | $150.00 | 83.3% | Alerts coming soon |
GPT-5.4 Pro | OpenAI | $1,200.00 | $0.120000 | $300.00 | $900.00 | — | Alerts coming soon |
Monthly Cost Comparison
Price Comparison at a Glance
All prices are in USD per 1 million tokens ($/M tokens). Lower is cheaper.
| Pricing Type | GPT-5.4 Pro | GPT Chat Latest | Cheaper |
|---|---|---|---|
| Input (standard) | $30.00/M | $5.00/M | GPT Chat Latest |
| Output | $180.00/M | $30.00/M | GPT Chat Latest |
| Batch input | $15.00/M | N/A | — |
| Batch output | $90.00/M | N/A | — |
Prices last verified: 2026-03-06 – 2026-05-06
Cost Breakdown by Usage Volume
Estimated monthly costs at different request volumes, assuming 1,000 input tokens and 500 output tokens per request. Adjust in the calculator above for your specific use case.
| Volume | GPT-5.4 ProMonthly | GPT Chat LatestMonthly | GPT-5.4 ProPer request | GPT Chat LatestPer request |
|---|---|---|---|---|
| 1K requests/mo | $120.00 | $20.00 | $0.120000 | $0.020000 |
| 10K requests/mo | $1,200.00 | $200.00 | $0.120000 | $0.020000 |
| 100K requests/mo | $12,000.00 | $2,000.00 | $0.120000 | $0.020000 |
| 1M requests/mo | $120,000.00 | $20,000.00 | $0.120000 | $0.020000 |
Green values indicate the lower-cost option at each volume tier. Cost per request is calculated at 1,000 input + 500 output tokens using standard (non-batch, non-cached) pricing.
Price History
Input price per 1M tokensWhen to Choose GPT-5.4 Pro
by OpenAI
- Code generation
- Document summarization
- RAG / Semantic search
Input / 1M tokens
$30.00/M
Output / 1M tokens
$180.00/M
Context window
1,050,000
Tier
premium
When to Choose GPT Chat Latest
by OpenAI
- General chatbot
Input / 1M tokens
$5.00/M
Output / 1M tokens
$30.00/M
Context window
400,000
Tier
premium
Key Differences Beyond Price
Cost is only one factor in choosing an AI model. Context window size, rate limits, supported features, and latency all affect whether a model fits your use case.
| Capability | GPT-5.4 Pro | GPT Chat Latest |
|---|---|---|
| Context window | 1,050,000 tokens | 400,000 tokens |
| Max output tokens | 128,000 tokens | 128,000 tokens |
| Performance tier | Premium | Premium |
| Vision / image input | Yes | Yes |
| Function calling | Yes | Yes |
| JSON mode | Yes | Yes |
| Prompt caching | No | No |
| Batch API (50% discount) | Yes | No |
| Extended reasoning | No | No |
| Fine-tuning | No | No |
| Rate limit (req/min) | 10,000 | Not published |
GPT-5.4 Pro notes
Enterprise pricing. Prompts over 272K tokens priced at 2x input / 1.5x output.
Frequently Asked Questions
Is GPT-5.4 Pro cheaper than GPT Chat Latest?
At standard usage (1,000 input tokens, 500 output tokens, 100,000 requests/month), GPT Chat Latest costs $2,000.00/month versus $12,000.00/month for GPT-5.4 Pro — a 83% saving. Your actual savings will vary based on your token profile; output-heavy workloads amplify differences in output pricing.
Which model has a larger context window, GPT-5.4 Pro or GPT Chat Latest?
GPT-5.4 Pro has a larger context window at 1,050,000 tokens, compared to 400,000 tokens for GPT Chat Latest. A larger context window is important for processing long documents, multi-turn conversations, or large codebases without truncation.
Do GPT-5.4 Pro and GPT Chat Latest support the Batch API?
GPT-5.4 Pro supports the Batch API (50% discount for async processing), while GPT Chat Latest does not. If your workload tolerates up to 24-hour latency, routing to GPT-5.4 Pro with batch pricing could significantly cut costs versus GPT Chat Latest's standard rate.
Which model offers better prompt caching?
Neither GPT-5.4 Pro nor GPT Chat Latest currently supports prompt caching. For prompt-caching capable alternatives, consider Claude models from Anthropic or GPT-4o from OpenAI.
What are the best use cases for GPT-5.4 Pro vs GPT Chat Latest?
GPT-5.4 Pro is best suited for Code generation, Document summarization, RAG / Semantic search, while GPT Chat Latest is optimized for General chatbot. Choose based on which use case matches your primary workload — and validate with the cost calculator above to confirm the total monthly spend fits your budget.
What is the cost per request for GPT-5.4 Pro vs GPT Chat Latest?
At 1,000 input tokens and 500 output tokens per request — a typical conversational workload — GPT-5.4 Pro costs $0.120000 per request and GPT Chat Latest costs $0.020000 per request. At 100,000 requests/month, that translates to $12,000.00 and $2,000.00 respectively. Use the interactive calculator to adjust these parameters for your actual workload.
GPT-5.4 Pro vs GPT Chat Latest: Summary
When comparing GPT-5.4 Pro and GPT Chat Latest for API cost, the right choice depends on your workload's token profile, required features, and tolerance for latency. GPT Chat Latest offers lower total cost at standard usage volumes (1,000 input + 500 output tokens per request at 100,000 requests/month) at $2,000.00/month, compared to $12,000.00/month for GPT-5.4 Pro.
Both models are priced in USD per million tokens, the standard unit across all major AI API providers. GPT-5.4 Pro charges $30.00/M for input tokens and $180.00/M for output tokens. GPT Chat Latest charges $5.00/M input and $30.00/M output. If your workload is output-heavy (more tokens generated than consumed as input), the model with the lower output price compounds cost savings significantly at scale.
Context window capacity differs between the two: GPT-5.4 Pro supports up to 1,050,000 tokens in a single request, versus 400,000 tokens for GPT Chat Latest. A larger context window is essential for document summarization, large codebase analysis, and multi-document retrieval-augmented generation (RAG) applications.
Use the interactive calculator at the top of this page to enter your actual token usage and monthly request volume for a precise cost comparison tailored to your workload. Adjust for batch API discounts and prompt caching to find the most cost-effective option for your specific deployment.
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Relevant Use Cases
See cost recommendations for workloads where GPT-5.4 Pro or GPT Chat Latest is recommended.