GPT-5.4 vs Step 3.7 Flash
Cost and capability comparison. For a sample workload of 1,000 input and 500 output tokens across 100,000 requests/month, Step 3.7 Flash is cheaper by about $926.00/month.
| GPT-5.4 | Step 3.7 Flash | |
|---|---|---|
| Intelligence | ||
| Arena · Overall(LMArena Elo — higher is better) | 1453✓ | — |
| Arena rank (overall) | #26✓ | — |
| Arena · Coding | 1386✓ | — |
| Arena · Math & reasoning | 1440✓ | — |
| Arena · Agentic / tool use | 1430✓ | — |
| Score evidence | Measured | — |
| Pricing (USD / 1M tokens) | ||
| Input | $2.50 | $0.1850✓ |
| Output | $15.00 | $1.11✓ |
| Cached input (read) | $0.2500 | $0.0370✓ |
| Cache write | — | — |
| Blended(3:1 input:output blend) | $5.63 | $0.4163✓ |
| Specs & capabilities | ||
| Provider | OpenAI | StepFun |
| Context window | 1.1M (1,050,000)✓ | 256K (256,000) |
| Max output | 128,000 | 256,000✓ |
| Modalities | text, image | text |
| Vision | Yes | No |
| Tool use | Yes | Yes |
| Reasoning | Yes | Yes |
| Prompt caching | Yes | Yes |
| Batch pricing | Yes | No |
| Tokenizer | o200k_base | approx |
| Release date | 2026-03 | — |
| Status | ga | ga |
Intelligence scores are community Arena ratings from LMArena / arena.ai, used under CC BY 4.0. Snapshot last refreshed 18 September 2026. Scores are a relative signal, not an absolute measure of capability. A Measured score was voted on directly; an Estimated score is inherited from an identical base model (a regional/creator-prefixed hosting duplicate). See our methodology.
Compare on your own workload
GPT-5.4 and Step 3.7 Flash are pre-loaded. Adjust the tokens and monthly volume to see which is cheaper for your usage.
Used unless you set active users below.
Results update automatically as you type.
| Step 3.7 Flash | StepFun | $0.000740 | $74.00 | $888.00 | 256,000 |
| GPT-5.4 | OpenAI | $0.0100 | $1,000.00 | $12,000.00 | 1,050,000 |
FAQ
Which is cheaper, GPT-5.4 or Step 3.7 Flash?
For a workload of 1,000 input and 500 output tokens over 100,000 requests/month, Step 3.7 Flash is cheaper, costing about $74.00/month versus $1,000.00/month.
What is the context window of GPT-5.4 and Step 3.7 Flash?
GPT-5.4 supports 1,050,000 tokens, while Step 3.7 Flash supports 256,000 tokens.
Estimates for planning only. Verify current pricing with each provider.