API cost decision in 10 seconds

NewLing 3.0 Flash Sante (free) vs Fugu Ultra

Pick Ling 3.0 Flash Sante (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 Ling 3.0 Flash Sante (free) for lower cost; pick Fugu Ultra only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Ling 3.0 Flash Sante (free) is estimated at $0 vs $20 for Fugu Ultra, saving $20 (100% lower).

Cost-first pickLing 3.0 Flash Sante (free)
Context-first pickFugu Ultra
Sample savings$20100%
10x traffic gap$200

Fugu Ultra has more context, but Ling 3.0 Flash Sante (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.

Ling 3.0 Flash Sante (free) stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickLing 3.0 Flash Sante (free)Fugu Ultra
Input-heavy / RAG5M input + 500K outputLing 3.0 Flash Sante (free)$0$40
Balanced workload1M input + 1M outputLing 3.0 Flash Sante (free)$0$35
Output-heavy chatbot1M input + 5M outputLing 3.0 Flash Sante (free)$0$155
Cheaper input Ling 3.0 Flash Sante (free) $0 vs $5 / 1M

Ling 3.0 Flash Sante (free) is free for input tokens while Fugu Ultra costs $5 per 1M tokens.

Cheaper output Ling 3.0 Flash Sante (free) $0 vs $30 / 1M

Ling 3.0 Flash Sante (free) is free for output tokens while Fugu Ultra costs $30 per 1M tokens.

Larger context Fugu Ultra 262.14K vs 1M

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

Sample workload Ling 3.0 Flash Sante (free) $0 vs $20

Ling 3.0 Flash Sante (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.
Ling 3.0 Flash Sante (free) Calculating… Estimated API cost
Fugu Ultra 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

Ling 3.0 Flash Sante (free) has the lower input price; Ling 3.0 Flash Sante (free) has the lower output price; Fugu Ultra offers the larger context window. For the 1M input plus 500K output sample, Ling 3.0 Flash Sante (free) is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0 for Ling 3.0 Flash Sante (free) and $20 for Fugu Ultra.

Best Fit

Choose Ling 3.0 Flash Sante (free) when you care most about lower input-token price, and lower output-token price.

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

Decision Notes
  • On the standard 1M input plus 500K output workload, Ling 3.0 Flash Sante (free) is estimated at $0 vs $20 for Fugu Ultra, saving $20 (100% lower).
  • Ling 3.0 Flash Sante (free) is free for the standard workload while the other model is estimated at $20.
  • Ling 3.0 Flash Sante (free) is free for input tokens while Fugu Ultra costs $5 per 1M tokens.
  • Ling 3.0 Flash Sante (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
FeatureNewLing 3.0 Flash Sante (free)
(inclusionAI)
Fugu Ultra
(Sakana)
Input Price
prompt tokens per 1M
$0$5
Completion Price
per 1M tokens
$0$30
Sample Workload Cost
1M input + 500K output
$0$20
Context Window262.14K1M
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionLing 3.0 Flash Sante (free)On the standard 1M input plus 500K output workload, Ling 3.0 Flash Sante (free) is estimated at $0 vs $20 for Fugu Ultra, saving $20 (100% lower).
High-volume input processingLing 3.0 Flash Sante (free)Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsLing 3.0 Flash Sante (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

inclusionAI catalog

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

Open inclusionAI models

Sakana catalog

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

Open Sakana models
Ling 3.0 Flash Sante (free)

Ling 3.0 Flash Sante is a health and medicine-focused mixture-of-experts model from InclusionAI, built on Ling 3.0 Flash with 5.1B active parameters out of 124B total. It is designed for...

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...