API cost decision in 10 seconds

NewFugu Ultra v2 vs Dots3-Note Preview (free)

Pick Dots3-Note Preview (free) for lower cost; pick Fugu Ultra v2 only if the larger context window matters more.

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

Budget verdict

Pick Dots3-Note Preview (free) for lower cost; pick Fugu Ultra v2 only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Dots3-Note Preview (free) is estimated at $0 vs $20 for Fugu Ultra v2, saving $20 (100% lower).

Cost-first pickDots3-Note Preview (free)
Context-first pickFugu Ultra v2
Sample savings$20100%
10x traffic gap$200

Fugu Ultra v2 has more context, but Dots3-Note Preview (free) saves $20 on the standard workload. At 10x that traffic, the same price gap is about $200. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Dots3-Note Preview (free) stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickFugu Ultra v2Dots3-Note Preview (free)
Input-heavy / RAG5M input + 500K outputDots3-Note Preview (free)$40$0
Balanced workload1M input + 1M outputDots3-Note Preview (free)$35$0
Output-heavy chatbot1M input + 5M outputDots3-Note Preview (free)$155$0
Cheaper input Dots3-Note Preview (free) $5 vs $0 / 1M

Dots3-Note Preview (free) is free for input tokens while Fugu Ultra v2 costs $5 per 1M tokens.

Cheaper output Dots3-Note Preview (free) $30 vs $0 / 1M

Dots3-Note Preview (free) is free for output tokens while Fugu Ultra v2 costs $30 per 1M tokens.

Larger context Fugu Ultra v2 1M vs 512K

Fugu Ultra v2 has 488K more context (1.95x larger).

Sample workload Dots3-Note Preview (free) $20 vs $0

Dots3-Note Preview (free) is free for the standard workload while the other model is estimated at $20.

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Fugu Ultra v2 Calculating… Estimated API cost
Dots3-Note Preview (free) 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

Dots3-Note Preview (free) has the lower input price; Dots3-Note Preview (free) has the lower output price; Fugu Ultra v2 offers the larger context window. For the 1M input plus 500K output sample, Dots3-Note Preview (free) is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $20 for Fugu Ultra v2 and $0 for Dots3-Note Preview (free).

Best Fit

Choose Fugu Ultra v2 when you care most about larger context window.

Choose Dots3-Note Preview (free) when you care most about lower input-token price, and lower output-token price.

Decision Notes
  • On the standard 1M input plus 500K output workload, Dots3-Note Preview (free) is estimated at $0 vs $20 for Fugu Ultra v2, saving $20 (100% lower).
  • Dots3-Note Preview (free) is free for the standard workload while the other model is estimated at $20.
  • Dots3-Note Preview (free) is free for input tokens while Fugu Ultra v2 costs $5 per 1M tokens.
  • Dots3-Note Preview (free) is free for output tokens while Fugu Ultra v2 costs $30 per 1M tokens.
  • Fugu Ultra v2 has 488K more context (1.95x larger).
Head-to-Head Specs
FeatureNewFugu Ultra v2
(Sakana)
Dots3-Note Preview (free)
(Dots Studio)
Input Price
prompt tokens per 1M
$5$0
Completion Price
per 1M tokens
$30$0
Sample Workload Cost
1M input + 500K output
$20$0
Context Window1M512K
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionDots3-Note Preview (free)On the standard 1M input plus 500K output workload, Dots3-Note Preview (free) is estimated at $0 vs $20 for Fugu Ultra v2, saving $20 (100% lower).
High-volume input processingDots3-Note Preview (free)Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsDots3-Note Preview (free)Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workFugu Ultra v2A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • Sakana Namazu can replace Fugu Ultra v2 when lower sample workload cost matters most: $2.95.
  • Fugu Max can replace Fugu Ultra v2 when lower sample workload cost matters most: $5.

Cheaper alternatives

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

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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

Sakana catalog

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

Open Sakana models

Dots Studio catalog

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

Open Dots Studio models
Fugu Ultra v2

Fugu Ultra v2 is the higher-performance model in Sakana AI's Fugu family. Rather than a single monolithic model, Fugu is a learned multi-agent orchestration system: a language model trained to...

Dots3-Note Preview (free)

Dots3-Note Preview is an open-weight mixture-of-experts model from Dots Studio, with 16B active parameters out of 280B total. It is the lightest model in the Dots 3 family and is...