API cost decision in 10 seconds

Seed 1.6 vs Nano Banana Pro (Gemini 3 Pro Image Preview)

Pick Seed 1.6 when budget and context both matter.

Page updated:  Data confirmed:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Seed 1.6 when budget and context both matter.

On the standard 1M input plus 500K output workload, Seed 1.6 is estimated at $1.25 vs $8 for Nano Banana Pro (Gemini 3 Pro Image Preview), saving $6.75 (84.4% lower).

Cost-first pickSeed 1.6
Context-first pickSeed 1.6
Sample savings$6.7584.4%
10x traffic gap$67.5

Seed 1.6 is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $67.5. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Seed 1.6 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickSeed 1.6Nano Banana Pro (Gemini 3 Pro Image Preview)
Input-heavy / RAG5M input + 500K outputSeed 1.6$2.25$16
Balanced workload1M input + 1M outputSeed 1.6$2.25$14
Output-heavy chatbot1M input + 5M outputSeed 1.6$10.25$62
Cheaper input Seed 1.6 $0.25 vs $2 / 1M

Seed 1.6 is $1.75 cheaper per 1M input tokens (87.5% lower; 8x difference).

Cheaper output Seed 1.6 $2 vs $12 / 1M

Seed 1.6 is $10 cheaper per 1M output tokens (83.3% lower; 6x difference).

Larger context Seed 1.6 262.14K vs 65.54K

Seed 1.6 has 196.61K more context (4x larger).

Sample workload Seed 1.6 $1.25 vs $8

Seed 1.6 is $6.75 cheaper on the standard workload (84.4% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Seed 1.6 Calculating… Estimated API cost
Nano Banana Pro (Gemini 3 Pro Image Preview) Calculating… Estimated API cost
Cheaper for this workload Calculating… Difference: calculating…

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

Verdict

Seed 1.6 has the lower input price; Seed 1.6 has the lower output price; Seed 1.6 offers the larger context window. For the 1M input plus 500K output sample, Seed 1.6 is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $1.25 for Seed 1.6 and $8 for Nano Banana Pro (Gemini 3 Pro Image Preview).

Best Fit

Choose Seed 1.6 when you care most about lower input-token price, lower output-token price, and larger context window.

Choose Nano Banana Pro (Gemini 3 Pro Image Preview) when its provider, model quality, latency, or availability is more important than the numeric price/context winner.

Decision Notes
  • On the standard 1M input plus 500K output workload, Seed 1.6 is estimated at $1.25 vs $8 for Nano Banana Pro (Gemini 3 Pro Image Preview), saving $6.75 (84.4% lower).
  • Seed 1.6 is $6.75 cheaper on the standard workload (84.4% lower).
  • Seed 1.6 is $1.75 cheaper per 1M input tokens (87.5% lower; 8x difference).
  • Seed 1.6 is $10 cheaper per 1M output tokens (83.3% lower; 6x difference).
  • Seed 1.6 has 196.61K more context (4x larger).
Head-to-Head Specs
FeatureSeed 1.6
(ByteDance Seed)
Nano Banana Pro (Gemini 3 Pro Image Preview)
(Google)
Input Price
prompt tokens per 1M
$0.25$2
Completion Price
per 1M tokens
$2$12
Sample Workload Cost
1M input + 500K output
$1.25$8
Context Window262.14K65.54K
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionSeed 1.6On the standard 1M input plus 500K output workload, Seed 1.6 is estimated at $1.25 vs $8 for Nano Banana Pro (Gemini 3 Pro Image Preview), saving $6.75 (84.4% lower).
High-volume input processingSeed 1.6Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsSeed 1.6Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workSeed 1.6A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • Seed 1.6 Flash can replace Seed 1.6 when lower sample workload cost matters most: $0.22.
  • Seed-2.0-Mini can replace Seed 1.6 when lower sample workload cost matters most: $0.3.
  • Gemma 4 26B A4B (free) can replace Nano Banana Pro (Gemini 3 Pro Image Preview) when lower sample workload cost matters most: $0.
  • Gemma 4 31B (free) can replace Nano Banana Pro (Gemini 3 Pro Image Preview) when lower sample workload cost matters most: $0.
Larger context near this budget
  • Llama 4 Scout offers 10M context with $0.23 sample workload cost.
  • Grok 4.20 Multi-Agent offers 2M context with $5 sample workload cost.
  • Grok 4.20 offers 2M context with $2.5 sample workload cost.
  • GPT-5.4 offers 1.05M context with $10 sample workload cost.

Cheaper alternatives

Review low-cost models sorted by a standard 1M input plus 500K output workload.

Open cheapest models

Larger context alternatives

Find models with larger context windows for RAG, long documents, and codebase review.

Open largest context models

Provider catalogs

Compare models within provider hubs before choosing a final API vendor.

Open provider hubs

ByteDance Seed catalog

Review all tracked ByteDance Seed models before deciding whether this matchup is the right shortlist.

Open ByteDance Seed models

Google catalog

Check other Google models with comparable pricing, context, or release timing.

Open Google models
Seed 1.6

Seed 1.6 is a general-purpose model released by the ByteDance Seed team. It incorporates multimodal capabilities and adaptive deep thinking with a 256K context window.

Nano Banana Pro (Gemini 3 Pro Image Preview)

Nano Banana Pro is Google’s most advanced image-generation and editing model, built on Gemini 3 Pro. It extends the original Nano Banana with significantly improved multimodal reasoning, real-world grounding, and...