Step-3.5-Flash vs Gemini 2.5 Pro

API pricing, benchmark indices and specs — updated 19 October 2026.

stepfun-ai · A · Open weights
Params
199.4 B
Context
262,144
30d
264 K
apache-2.0 · commercial OK
google · B · API-only
Input / 1M
$1.25
Output / 1M
$10.00
AA index
16.1
proprietary · 1M context

Specification comparison

Differences are highlighted; identical values are muted.

Specification Step-3.5-Flash Gemini 2.5 Pro
Deployment Open weights · also via API API-only (closed weights)
Parameters 199.4 B n/a — API-only
Architecture Step3p5ForCausalLM n/a — API-only
Context length 262,144 1,048,576
Licence apache-2.0 Proprietary
Commercial use Allowed Per API terms
Languages — n/a — API-only
Downloads 30d 264,309 n/a — API-only
Downloads all time 1.9 M n/a — API-only
Quantizations on the Hub SAFETENSORS n/a — API-only
Gated No n/a — API-only
First seen on the Hub 2026-02-01 n/a — API-only
API input price / 1M tokens $0.10 $1.25
API output price / 1M tokens $0.30 $10.00
Est. cost per 1M input + 1M output tokens $0.40 $11.25
Cached input / 1M tokens — $0.13
AA Intelligence Index 17 16.1
AA Coding Index — 33.3
AA Agentic Index — 1.6
Max output tokens 65,536 65,536
API providers 1 1
Tool calling Yes Yes
Reasoning mode Yes Yes

API cost

Estimated cost of 1M input + 1M output tokens via OpenRouter

Step-3.5-Flash $0.40
Gemini 2.5 Pro $11.25

Step-3.5-Flash is 28.1× cheaper at list price.

VRAM side by side

On RTX 4090 · 24 GB · 8K context unless noted

Step-3.5-Flash · fp16 @ 256K ctx 1,396.2 GB / 24 GB
❌ Won’t fit

Adjacent comparisons