API cost decision in 10 seconds

Inkling (free) vs Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image)

Pick Inkling (free) 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 Inkling (free) when budget and context both matter.

On the standard 1M input plus 500K output workload, Inkling (free) is estimated at $0 vs $1 for Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image), saving $1 (100% lower).

Cost-first pickInkling (free)
Context-first pickInkling (free)
Sample savings$1100%
10x traffic gap$10

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

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Inkling (free) stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickInkling (free)Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image)
Input-heavy / RAG5M input + 500K outputInkling (free)$0$2
Balanced workload1M input + 1M outputInkling (free)$0$1.75
Output-heavy chatbot1M input + 5M outputInkling (free)$0$7.75
Cheaper input Inkling (free) $0 vs $0.25 / 1M

Inkling (free) is free for input tokens while Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image) costs $0.25 per 1M tokens.

Cheaper output Inkling (free) $0 vs $1.5 / 1M

Inkling (free) is free for output tokens while Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image) costs $1.5 per 1M tokens.

Larger context Inkling (free) 262.14K vs 65.54K

Inkling (free) has 196.61K more context (4x larger).

Sample workload Inkling (free) $0 vs $1

Inkling (free) is free for the standard workload while the other model is estimated at $1.

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Inkling (free) Calculating… Estimated API cost
Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image) 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

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

For a 1M input token plus 500K output token workload, the estimated API cost is $0 for Inkling (free) and $1 for Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image).

Best Fit

Choose Inkling (free) when you care most about lower input-token price, lower output-token price, and larger context window.

Choose Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image) 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, Inkling (free) is estimated at $0 vs $1 for Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image), saving $1 (100% lower).
  • Inkling (free) is free for the standard workload while the other model is estimated at $1.
  • Inkling (free) is free for input tokens while Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image) costs $0.25 per 1M tokens.
  • Inkling (free) is free for output tokens while Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image) costs $1.5 per 1M tokens.
  • Inkling (free) has 196.61K more context (4x larger).
Head-to-Head Specs
FeatureInkling (free)
(Thinking Machines)
Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image)
(Google)
Input Price
prompt tokens per 1M
$0$0.25
Completion Price
per 1M tokens
$0$1.5
Sample Workload Cost
1M input + 500K output
$0$1
Context Window262.14K65.54K
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionInkling (free)On the standard 1M input plus 500K output workload, Inkling (free) is estimated at $0 vs $1 for Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image), saving $1 (100% lower).
High-volume input processingInkling (free)Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsInkling (free)Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workInkling (free)A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • Gemma 4 26B A4B (free) can replace Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image) when lower sample workload cost matters most: $0.
  • Gemma 4 31B (free) can replace Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image) when lower sample workload cost matters most: $0.
  • Lyria 3 Pro Preview can replace Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image) when lower sample workload cost matters most: $0.
  • Lyria 3 Clip Preview can replace Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image) when lower sample workload cost matters most: $0.

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

Thinking Machines catalog

Review all tracked Thinking Machines models before deciding whether this matchup is the right shortlist.

Open Thinking Machines models

Google catalog

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

Open Google models
Inkling (free)

Inkling is an open-weight multimodal mixture-of-experts model from Thinking Machines Lab, with 41B active parameters out of 975B total. It is designed for general-purpose reasoning, coding, agentic and tool-use systems,...

Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image)

Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image) is Google's fastest, most cost-efficient Gemini image model, built for high-velocity developer pipelines and rapid-fire visual exploration. It delivers text-to-image generation...