API cost decision in 10 seconds

Fugu Ultra vs Kimi K2.7 Code (free)

Pick Kimi K2.7 Code (free) 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 Kimi K2.7 Code (free) for lower cost; pick Fugu Ultra only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Kimi K2.7 Code (free) is estimated at $0 vs $20 for Fugu Ultra, saving $20 (100% lower).

Cost-first pickKimi K2.7 Code (free)
Context-first pickFugu Ultra
Sample savings$20100%
10x traffic gap$200

Fugu Ultra has more context, but Kimi K2.7 Code (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.

Kimi K2.7 Code (free) stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickFugu UltraKimi K2.7 Code (free)
Input-heavy / RAG5M input + 500K outputKimi K2.7 Code (free)$40$0
Balanced workload1M input + 1M outputKimi K2.7 Code (free)$35$0
Output-heavy chatbot1M input + 5M outputKimi K2.7 Code (free)$155$0
Cheaper input Kimi K2.7 Code (free) $5 vs $0 / 1M

Kimi K2.7 Code (free) is free for input tokens while Fugu Ultra costs $5 per 1M tokens.

Cheaper output Kimi K2.7 Code (free) $30 vs $0 / 1M

Kimi K2.7 Code (free) is free for output tokens while Fugu Ultra costs $30 per 1M tokens.

Larger context Fugu Ultra 1M vs 262.14K

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

Sample workload Kimi K2.7 Code (free) $20 vs $0

Kimi K2.7 Code (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 Calculating… Estimated API cost
Kimi K2.7 Code (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

Kimi K2.7 Code (free) has the lower input price; Kimi K2.7 Code (free) has the lower output price; Fugu Ultra offers the larger context window. For the 1M input plus 500K output sample, Kimi K2.7 Code (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 and $0 for Kimi K2.7 Code (free).

Best Fit

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

Choose Kimi K2.7 Code (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, Kimi K2.7 Code (free) is estimated at $0 vs $20 for Fugu Ultra, saving $20 (100% lower).
  • Kimi K2.7 Code (free) is free for the standard workload while the other model is estimated at $20.
  • Kimi K2.7 Code (free) is free for input tokens while Fugu Ultra costs $5 per 1M tokens.
  • Kimi K2.7 Code (free) is free for output tokens while Fugu Ultra costs $30 per 1M tokens.
  • Fugu Ultra has 737.86K more context (3.81x larger).
Head-to-Head Specs
FeatureFugu Ultra
(Sakana)
Kimi K2.7 Code (free)
(MoonshotAI)
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 Window1M262.14K
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionKimi K2.7 Code (free)On the standard 1M input plus 500K output workload, Kimi K2.7 Code (free) is estimated at $0 vs $20 for Fugu Ultra, saving $20 (100% lower).
High-volume input processingKimi K2.7 Code (free)Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsKimi K2.7 Code (free)Lower 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.

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

MoonshotAI catalog

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

Open MoonshotAI 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...

Kimi K2.7 Code (free)

MoonshotAI: Kimi K2.7 Code is a coding-focused model in Moonshot AI's Kimi K2 family, built to complete end-to-end programming tasks reliably over long contexts. It uses a native multimodal mixture-of-experts...