API cost decision in 10 seconds

Fugu Ultra vs Mistral Medium 3.5

Pick Mistral Medium 3.5 for lower cost; pick Fugu Ultra 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 Mistral Medium 3.5 for lower cost; pick Fugu Ultra only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Mistral Medium 3.5 is estimated at $5.25 vs $20 for Fugu Ultra, saving $14.75 (73.8% lower).

Cost-first pickMistral Medium 3.5
Context-first pickFugu Ultra
Sample savings$14.7573.8%
10x traffic gap$147.5

Fugu Ultra has more context, but Mistral Medium 3.5 saves $14.75 on the standard workload. At 10x that traffic, the same price gap is about $147.5. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Mistral Medium 3.5 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickFugu UltraMistral Medium 3.5
Input-heavy / RAG5M input + 500K outputMistral Medium 3.5$40$11.25
Balanced workload1M input + 1M outputMistral Medium 3.5$35$9
Output-heavy chatbot1M input + 5M outputMistral Medium 3.5$155$39
Cheaper input Mistral Medium 3.5 $5 vs $1.5 / 1M

Mistral Medium 3.5 is $3.5 cheaper per 1M input tokens (70% lower; 3.33x difference).

Cheaper output Mistral Medium 3.5 $30 vs $7.5 / 1M

Mistral Medium 3.5 is $22.5 cheaper per 1M output tokens (75% lower; 4x difference).

Larger context Fugu Ultra 1M vs 262.14K

Fugu Ultra has 737.86K more context (3.81x larger).

Sample workload Mistral Medium 3.5 $20 vs $5.25

Mistral Medium 3.5 is $14.75 cheaper on the standard workload (73.8% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Fugu Ultra Calculating… Estimated API cost
Mistral Medium 3.5 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

Mistral Medium 3.5 has the lower input price; Mistral Medium 3.5 has the lower output price; Fugu Ultra offers the larger context window. For the 1M input plus 500K output sample, Mistral Medium 3.5 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 and $5.25 for Mistral Medium 3.5.

Best Fit

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

Choose Mistral Medium 3.5 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, Mistral Medium 3.5 is estimated at $5.25 vs $20 for Fugu Ultra, saving $14.75 (73.8% lower).
  • Mistral Medium 3.5 is $14.75 cheaper on the standard workload (73.8% lower).
  • Mistral Medium 3.5 is $3.5 cheaper per 1M input tokens (70% lower; 3.33x difference).
  • Mistral Medium 3.5 is $22.5 cheaper per 1M output tokens (75% lower; 4x difference).
  • Fugu Ultra has 737.86K more context (3.81x larger).
Head-to-Head Specs
FeatureFugu Ultra
(Sakana)
Mistral Medium 3.5
(Mistral)
Input Price
prompt tokens per 1M
$5$1.5
Completion Price
per 1M tokens
$30$7.5
Sample Workload Cost
1M input + 500K output
$20$5.25
Context Window1M262.14K
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionMistral Medium 3.5On the standard 1M input plus 500K output workload, Mistral Medium 3.5 is estimated at $5.25 vs $20 for Fugu Ultra, saving $14.75 (73.8% lower).
High-volume input processingMistral Medium 3.5Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsMistral Medium 3.5Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workFugu UltraA 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 when lower sample workload cost matters most: $2.95.
  • Mistral Nemo can replace Mistral Medium 3.5 when lower sample workload cost matters most: $0.03.
  • Mistral Small 3 can replace Mistral Medium 3.5 when lower sample workload cost matters most: $0.09.
  • Ministral 3 3B 2512 can replace Mistral Medium 3.5 when lower sample workload cost matters most: $0.15.

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

Sakana catalog

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

Open Sakana models

Mistral catalog

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

Open Mistral models
Fugu Ultra

Fugu Ultra 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 route...

Mistral Medium 3.5

Mistral Medium 3.5 is a dense 128B instruction-following model from Mistral AI. It supports text and image inputs with text output, and is designed for agentic workflows, coding, and complex...