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AI Model Atlas / Stepfun

Step 3.7 Flash

One million input tokens cost $0.20 and one million output tokens $1.15. Context window: 262k tokens, about 437 A4 pages.

Data from 12 November 2026 API identifier: stepfun/step-3.7-flash

What it costs in practice

Pricing per million tokens doesn't mean anything to anyone, so I convert it to three tasks that people actually give to models. The usage assumptions are listed for each row so you can verify them.

TaskInputOutputCost
1500-word articlebrief plus finished text in English 1,500 tokens 2,200 tokens $0.0028
100 chat queries700 tokens per question and 400 per answer 70,000 tokens 40,000 tokens $0.06
Hour of work with an agentagent reads repository and writes fixes 250,000 tokens 30,000 tokens $0.08
The calculation does not include tax, intermediary markup, or context caching, which with repeated prompts can cut input costs by several dozen percent.

Technical details

ProviderStepfun
Modalitiestext + image + video → text
Context window262k tokens (~437 A4 pages)
Maximum response230k tokens
Step-by-step reasoningyes
Tool callingyes
Forced JSON formatyes
Knowledge cutoffnot specified
Cache read$0.040 per million
Content moderationno extra filter

How it compares to the rest

The database contains 468 models. In terms of input pricing Step 3.7 Flash is more expensive than 29 percent of paid models. A longer context window is available in 255 models.

Input price history

2026-09-08 · $0.202026-11-12 · $0.20

The chart shows the price of a million input tokens on consecutive measurement days. History starts on the day I launched the atlas and grows with each day. I don't backfill data.

Alternatives at a similar price

Models from other providers whose cost for the same article comes out closest.

ModelInput / MOutput / M1500-word articleContext
MiniMax M2.5MiniMax $0.27 $1.08 $0.0028 200k
GLM 5.3 (batch)Z.ai $0.35 $1.08 $0.0029 1M
GLM 5.2 (batch)Z.ai $0.35 $1.08 $0.0029 1M
Morph V3 Large (batch)Morph $0.45 $0.95 $0.0028 262k

Compare Step 3.7 Flash with another model or go back to the full database 468 models.

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