API cost decision in 10 seconds
Grok 4.3 vs 🔥GPT-5.4
Pick Grok 4.3 for lower cost; pick GPT-5.4 only if the larger context window matters more.
Budget verdict
Pick Grok 4.3 for lower cost; pick GPT-5.4 only if the larger context window matters more.
On the standard 1M input plus 500K output workload, Grok 4.3 is estimated at $2.5 vs $10 for GPT-5.4, saving $7.5 (75% lower).
GPT-5.4 has more context, but Grok 4.3 saves $7.5 on the standard workload. At 10x that traffic, the same price gap is about $75. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
Grok 4.3 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | Grok 4.3 | GPT-5.4 |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Grok 4.3 | $7.5 | $20 |
| Balanced workload | 1M input + 1M output | Grok 4.3 | $3.75 | $17.5 |
| Output-heavy chatbot | 1M input + 5M output | Grok 4.3 | $13.75 | $77.5 |
Estimate your workload cost
Your Workload Cost
This estimate uses normalized public API pricing per 1M tokens. It is a planning aid, not a billing quote. Verify provider pricing, limits, and terms before production use.
Quick Decision
Grok 4.3 has the lower input price, Grok 4.3 has the lower output price, and GPT-5.4 offers the larger context window.
For a 1M input token plus 500K output token workload, the estimated API cost is $2.5 for Grok 4.3 and $10 for GPT-5.4.
Choose Grok 4.3 when you care most about lower input-token price, and lower output-token price.
Choose GPT-5.4 when you care most about larger context window.
Grok 4.3 is a reasoning model from xAI. It accepts text and image inputs with text output, and is suited for agentic workflows, instruction-following tasks, and applications requiring high factual...
GPT-5.4 is OpenAI’s latest frontier model, unifying the Codex and GPT lines into a single system. It features a 1M+ token context window (922K input, 128K output) with support for...
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | Grok 4.3 | On the standard 1M input plus 500K output workload, Grok 4.3 is estimated at $2.5 vs $10 for GPT-5.4, saving $7.5 (75% lower). |
| High-volume input processing | Grok 4.3 | Lower prompt-token price matters most when prompts or retrieved passages dominate the bill. |
| Long responses and chatbots | Grok 4.3 | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | GPT-5.4 | A larger context window leaves more room for retrieved passages and source files. |