SAFugu Ultra Paid vs 
Codestral 2508 (batch) Paid
Fugu Ultra vs Codestral 2508 (batch) compared — price per token, context window, multimodality, openness and which to choose. Full 2026 breakdown.
Fugu Ultra — full profile › · Codestral 2508 (batch) — full profile ›
Prices & specs refreshed from live data · olud.ai
Open-model prices = cheapest provider via OpenRouter; official maker rates may be higher.
$30 /M outputManaged API (no infra to run)
$0.45 /M outputManaged API (no infra to run)
Fugu Ultra vs Codestral 2508 (batch) specs
| Spec | Fugu Ultra | Codestral 2508 (batch) | Winner |
|---|---|---|---|
| Maker | Sakana AI | Mistral AI | – |
| Type | Proprietary | Proprietary | – |
| Context window | 1M tokens | 256K tokens | SAFugu Ultra |
| Input price | $5/M | $0.15/M | |
| Output price | $30/M | $0.45/M | |
| Vision / multimodal | Yes | No | SAFugu Ultra |
| Tool / function calling | Yes | Yes | = Tie |
| Self-hostable | No (API only) | No (API only) | – |
| License | Proprietary | Proprietary | – |
Price gap & when to choose each
Codestral 2508 (batch) is ~67× cheaper than Fugu Ultra on output tokens ($0.45 vs $30 per M tokens).
- You want frontier performance through a managed API
- You need the longer 1M context window
- You value reliability & ecosystem
- You don't want to manage infrastructure
- You want frontier performance through a managed API
- You want the lower output price
- You value reliability & ecosystem
- You don't want to manage infrastructure
Feature comparison
| Capability | Fugu Ultra | Codestral 2508 (batch) |
|---|---|---|
| Open weights (downloadable) | ✗ | ✗ |
| Self-hostable | ✗ | ✗ |
| Runs fully offline | ✗ | ✗ |
| Vision / multimodal | ✓ | ✗ |
| Tool / function calling | ✓ | ✓ |
| 1M+ context window | ✓ | ✗ |
How Fugu Ultra and Codestral 2508 (batch) score
| Criterion | Fugu Ultra | Codestral 2508 (batch) |
|---|---|---|
| Cost-efficiency | 3.0 | 5.0 |
| Context window | 5.0 | 4.0 |
| Openness | 1.5 | 1.5 |
| Self-hosting | 1.0 | 1.0 |
| Multimodality | 5.0 | 3.5 |
Scores come from live data — output price (cost), context length, open vs closed weights (openness & self-hosting) and vision/tool support (multimodality). Raw task quality isn't scored here; it depends on your benchmark — see the verdict.
What each model is
Fugu Ultra Paid
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...
Codestral 2508 (batch) Paid
Mistral's cutting-edge language model for coding released end of July 2025. Codestral specializes in low-latency, high-frequency tasks such as fill-in-the-middle (FIM), code correction and test generation. [Blog Post](https://mistral.ai/ne
Frequently asked questions
Fugu Ultra vs Codestral 2508 (batch) — which is cheaper?
Codestral 2508 (batch) is cheaper on output ($0.45/M vs $30/M).
Which has the larger context window?
Fugu Ultra offers the larger context window (1M tokens).
Fugu Ultra vs Codestral 2508 (batch) — which should I pick in 2026?
Choose Codestral 2508 (batch) for the lower output price ($0.45/M vs $30/M). Choose Fugu Ultra if you need the larger 1M context window.
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