API cost decision in 10 seconds

NewEmber-1 vs Fugu Max

Pick Fugu Max for lower cost; pick Ember-1 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 Fugu Max for lower cost; pick Ember-1 only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Fugu Max is estimated at $5 vs $10.5 for Ember-1, saving $5.5 (52.4% lower).

Cost-first pickFugu Max
Context-first pickEmber-1
Sample savings$5.552.4%
10x traffic gap$55

Ember-1 has more context, but Fugu Max saves $5.5 on the standard workload. At 10x that traffic, the same price gap is about $55. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Fugu Max stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickEmber-1Fugu Max
Input-heavy / RAG5M input + 500K outputFugu Max$22.5$13
Balanced workload1M input + 1M outputFugu Max$18$8
Output-heavy chatbot1M input + 5M outputFugu Max$78$32
Cheaper input Fugu Max $3 vs $2 / 1M

Fugu Max is $1 cheaper per 1M input tokens (33.3% lower; 1.5x difference).

Cheaper output Fugu Max $15 vs $6 / 1M

Fugu Max is $9 cheaper per 1M output tokens (60% lower; 2.5x difference).

Larger context Ember-1 1.05M vs 1M

Ember-1 has 48.58K more context (1.05x larger).

Sample workload Fugu Max $10.5 vs $5

Fugu Max is $5.5 cheaper on the standard workload (52.4% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Ember-1 Calculating… Estimated API cost
Fugu Max 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

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

For a 1M input token plus 500K output token workload, the estimated API cost is $10.5 for Ember-1 and $5 for Fugu Max.

Best Fit

Choose Ember-1 when you care most about larger context window.

Choose Fugu Max 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, Fugu Max is estimated at $5 vs $10.5 for Ember-1, saving $5.5 (52.4% lower).
  • Fugu Max is $5.5 cheaper on the standard workload (52.4% lower).
  • Fugu Max is $1 cheaper per 1M input tokens (33.3% lower; 1.5x difference).
  • Fugu Max is $9 cheaper per 1M output tokens (60% lower; 2.5x difference).
  • Ember-1 has 48.58K more context (1.05x larger).
Head-to-Head Specs
FeatureNewEmber-1
(Fireworks)
Fugu Max
(Sakana)
Input Price
prompt tokens per 1M
$3$2
Completion Price
per 1M tokens
$15$6
Sample Workload Cost
1M input + 500K output
$10.5$5
Context Window1.05M1M
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionFugu MaxOn the standard 1M input plus 500K output workload, Fugu Max is estimated at $5 vs $10.5 for Ember-1, saving $5.5 (52.4% lower).
High-volume input processingFugu MaxLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsFugu MaxLower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workEmber-1A 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 Max when lower sample workload cost matters most: $2.95.

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

Fireworks catalog

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

Open Fireworks models

Sakana catalog

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

Open Sakana models
Ember-1

Ember-1 is a specialized reasoning model from Fireworks Research, built on [Kimi K3](https://openrouter.ai/moonshotai/kimi-k3). It is designed to make every token go further: it produces shorter reasoning traces, using roughly 40%...

Fugu Max

Fugu Max is the cost-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...