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Nano Banana Pro (Gemini 3 Pro Image) vs Step 3.7 Flash

Step 3.7 Flash costs 10.4x less per output token than Nano Banana Pro (Gemini 3 Pro Image) ($1.15 vs $12.00 per million). Updated October 21, 2026; no benchmark has tested both models yet.

Nano Banana Pro (Gemini 3 Pro Image)Google
Coding
No data
Overall
No data
Output $/M
$12.00
Step 3.7 FlashStepFun
Coding
No data
Overall
19.5
Output $/M
$1.15
vs $12.00 vs $1.15 per 1M output tokens. Step 3.7 Flash is 10.4x cheaper.

Nano Banana Pro (Gemini 3 Pro Image) or Step 3.7 Flash: which to pick

Neither model has a coding score yet, so the two cannot be ranked on coding.

Compare them on price, context and the boards below.

No benchmark has tested both yet. Nano Banana Pro (Gemini 3 Pro Image) has results on LMArena Image Edit; Step 3.7 Flash on AA Coding Index, SciCode and Terminal-Bench Hard (Artificial Analysis run). Compare them on price and context instead.

Which one for your work

Each card is decided by one number both models carry. Where only one has it, the card says so and makes no call.

At a glance

Coding index
Nano Banana Pro (Gemini 3 Pro Image) not benchmarked, Step 3.7 Flash not benchmarked.
Widest category
None yet: no category has been tested on both models.
Widest single gap
None yet: no benchmark has tested both models.
Output price
Nano Banana Pro (Gemini 3 Pro Image) $12.00 against Step 3.7 Flash $1.15 per million output tokens, 10.4x apart.
Context window
Nano Banana Pro (Gemini 3 Pro Image) takes 131K tokens, Step 3.7 Flash 262K.

Benchmark by benchmark

Every board either model has a result on, a category to a fold; bars are each result on a 0 to 100 scale. Only one model is measured on each, so no row names a leader.

CodingDirectional onlySix of these boards feed the Vibe Coding Index4 boards measured
Coding benchmarks for Nano Banana Pro (Gemini 3 Pro Image) and Step 3.7 Flash
BenchmarkNano Banana Pro (Gemini 3 Pro Image)Step 3.7 FlashLeader
AA Coding IndexNot measured39.6Only Step 3.7 Flash measured
SciCodeNot measured43.9%Only Step 3.7 Flash measured
Terminal-Bench Hard (Artificial Analysis run)Not measured35.6%Only Step 3.7 Flash measured
ALE-BenchNot measured694.1Only Step 3.7 Flash measured
Neither model has a result on the other 34 boards here
IntelligenceDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Intelligence benchmarks for Nano Banana Pro (Gemini 3 Pro Image) and Step 3.7 Flash
BenchmarkNano Banana Pro (Gemini 3 Pro Image)Step 3.7 FlashLeader
AA Intelligence IndexNot measured19.5Only Step 3.7 Flash measured
Neither model has a result on the other 1 board here
Agentic workDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Agentic work benchmarks for Nano Banana Pro (Gemini 3 Pro Image) and Step 3.7 Flash
BenchmarkNano Banana Pro (Gemini 3 Pro Image)Step 3.7 FlashLeader
τ²-Bench TelecomNot measured98.5%Only Step 3.7 Flash measured
Neither model has a result on the other 38 boards here
ReasoningDirectional onlyPublic boards, shown as published, kept out of the index2 boards measured
Reasoning benchmarks for Nano Banana Pro (Gemini 3 Pro Image) and Step 3.7 Flash
BenchmarkNano Banana Pro (Gemini 3 Pro Image)Step 3.7 FlashLeader
GPQA Diamond (Artificial Analysis run)Not measured80.9%Only Step 3.7 Flash measured
Humanity's Last Exam (Artificial Analysis run)Not measured21.4%Only Step 3.7 Flash measured
Neither model has a result on the other 19 boards here
Web designDirectional onlyPublic boards, shown as published, kept out of the index8 boards measured
Web design benchmarks for Nano Banana Pro (Gemini 3 Pro Image) and Step 3.7 Flash
BenchmarkNano Banana Pro (Gemini 3 Pro Image)Step 3.7 FlashLeader
Design Arena: websitesNot measured1196Only Step 3.7 Flash measured
Design Arena: UI componentsNot measured1179Only Step 3.7 Flash measured
Design Arena: game devNot measured1158Only Step 3.7 Flash measured
Design Arena: data vizNot measured1172Only Step 3.7 Flash measured
Design Arena: 3DNot measured1129Only Step 3.7 Flash measured
Design Arena: all code categoriesNot measured1182Only Step 3.7 Flash measured
Design Arena: SVGNot measured1085Only Step 3.7 Flash measured
Design Arena: ASCII artNot measured1152Only Step 3.7 Flash measured
Neither model has a result on the other 1 board here
GeneralDirectional onlyPublic boards, shown as published, kept out of the index2 boards measured
General benchmarks for Nano Banana Pro (Gemini 3 Pro Image) and Step 3.7 Flash
BenchmarkNano Banana Pro (Gemini 3 Pro Image)Step 3.7 FlashLeader
IFBenchNot measured67.3%Only Step 3.7 Flash measured
Long context reasoning (AA-LCR)Not measured73.7%Only Step 3.7 Flash measured
Neither model has a result on the other 44 boards here
Image generationDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Image generation benchmarks for Nano Banana Pro (Gemini 3 Pro Image) and Step 3.7 Flash
BenchmarkNano Banana Pro (Gemini 3 Pro Image)Step 3.7 FlashLeader
LMArena Image Edit1390Not measuredOnly Nano Banana Pro (Gemini 3 Pro Image) measured
Neither model has a result on the other 4 boards here

What each workload costs

Three fixed token mixes at each model's listed price, so per-token rates become a bill.

Chat turn

1K input + 500 output tokens

Nano Banana Pro (Gemini 3 Pro Image)$0.0080Fits in one request
Step 3.7 Flash$0.0008Fits in one request

Step 3.7 Flash costs less

Repository review

50K input + 3K output tokens

Nano Banana Pro (Gemini 3 Pro Image)$0.136Fits in one request
Step 3.7 Flash$0.013Fits in one request

Step 3.7 Flash costs less

Agent loop

200K input + 10K output tokens

Nano Banana Pro (Gemini 3 Pro Image)$0.520Exceeds the context window
Step 3.7 Flash$0.051Fits in one request

Step 3.7 Flash costs less

Listed OpenRouter rates, without cache or batch discounts. A workload that does not fit a model's context window would need splitting.

Specification differences

The leading value in a row is marked; a row with a missing value names no leader. Our two rows are marked in red.

Specifications of Nano Banana Pro (Gemini 3 Pro Image) and Step 3.7 Flash
SpecificationGoogle Nano Banana Pro (Gemini 3 Pro Image)StepFun Step 3.7 Flash
MakerGoogleStepFun
WeightsNo public weights listedOpen weights
ReleasedJune 18, 2026May 28, 2026
Context window131K262K
Input $/Mtok$2.00$0.20
Output $/Mtok$12.00$1.15
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it00
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is Nano Banana Pro (Gemini 3 Pro Image) better than Step 3.7 Flash for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Compare them on price, context and the boards below.

Which is cheaper, Nano Banana Pro (Gemini 3 Pro Image) or Step 3.7 Flash?

Nano Banana Pro (Gemini 3 Pro Image) costs $2.00 per million input tokens and $12.00 per million output tokens; Step 3.7 Flash costs $0.20 and $1.15. Cost per solved task is known for neither of them.

Which has the bigger context window, Nano Banana Pro (Gemini 3 Pro Image) or Step 3.7 Flash?

Step 3.7 Flash, with 262K tokens against 131K.

Has any benchmark tested both Nano Banana Pro (Gemini 3 Pro Image) and Step 3.7 Flash?

No benchmark has tested both yet. Nano Banana Pro (Gemini 3 Pro Image) has results on LMArena Image Edit; Step 3.7 Flash on AA Coding Index, SciCode and Terminal-Bench Hard (Artificial Analysis run). Compare them on price and context instead. Data as of October 21, 2026.

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