Moondream 3 Preview vs Fugu Ultra v2
Moondream 3 Preview costs 12.0x less per output token than Fugu Ultra v2 ($2.50 vs $30.00 per million). Updated October 22, 2026; no benchmark has tested both models yet.
- Coding
- No data
- Overall
- No data
- Output $/M
- $2.50
- Coding
- No data
- Overall
- No data
- Output $/M
- $30.00
Moondream 3 Preview or Fugu Ultra v2: which to pick
Neither model has a coding score yet, so the two cannot be ranked on coding.
Pick Moondream 3 Preview for output tokens 12.0x cheaper ($2.50 vs $30.00 per million).
No benchmark has tested either model yet, so price and context are the only way to compare them.
Which one for your work
Each card is decided by one number both models carry. Where only one has it, the card says so and makes no call.
Coding
Vibe Coding Index, six public coding benchmarks
No call
Neither has a coding score yet.
One side not measured
Long documents
Listed context window
Fugu Ultra v2
Fugu Ultra v2 takes 1M tokens against 32K.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
Moondream 3 Preview
Moondream 3 Preview $0.0015, Fugu Ultra v2 $0.020 per turn.
List prices
At a glance
- Coding index
- Moondream 3 Preview not benchmarked, Fugu Ultra v2 not benchmarked.
- Widest category
- None yet: no category has been tested on both models.
- Widest single gap
- None yet: no benchmark has tested both models.
- Output price
- Moondream 3 Preview $2.50 against Fugu Ultra v2 $30.00 per million output tokens, 12.0x apart.
- Context window
- Moondream 3 Preview takes 32K tokens, Fugu Ultra v2 1M.
Benchmark by benchmark
Every board either model has a result on, a category to a fold; bars are each result on a 0 to 100 scale. Only one model is measured on each, so no row names a leader.
What each workload costs
Three fixed token mixes at each model's listed price, so per-token rates become a bill.
Chat turn
1K input + 500 output tokens
Moondream 3 Preview costs less
Repository review
50K input + 3K output tokens
Moondream 3 Preview costs less
Agent loop
200K input + 10K output tokens
Moondream 3 Preview costs less
Listed OpenRouter rates, without cache or batch discounts. A workload that does not fit a model's context window would need splitting.
Specification differences
The leading value in a row is marked; a row with a missing value names no leader. Our two rows are marked in red.
| Specification | Moondream 3 Preview | Sakana Fugu Ultra v2 |
|---|---|---|
| Maker | Moondream | Sakana |
| Weights | Open weights | No public weights listed |
| Released | October 15, 2026 | September 11, 2026 |
| Context window | 32K | 1M |
| Input $/Mtok | $0.30 | $5.00 |
| Output $/Mtok | $2.50 | $30.00 |
| Coding index | Not benchmarked | Not benchmarked |
| Independent measurements behind it | 0 | 0 |
| Cost per solved task | Not computable | Not computable |
| Source | OpenRouter listing | OpenRouter listing |
Questions
Is Moondream 3 Preview better than Fugu Ultra v2 for coding?
Neither model has a coding score yet, so the two cannot be ranked on coding. Pick Moondream 3 Preview for output tokens 12.0x cheaper ($2.50 vs $30.00 per million).
Which is cheaper, Moondream 3 Preview or Fugu Ultra v2?
Moondream 3 Preview costs $0.30 per million input tokens and $2.50 per million output tokens; Fugu Ultra v2 costs $5.00 and $30.00. Cost per solved task is known for neither of them.
Which has the bigger context window, Moondream 3 Preview or Fugu Ultra v2?
Fugu Ultra v2, with 1M tokens against 32K.
Has any benchmark tested both Moondream 3 Preview and Fugu Ultra v2?
No benchmark has tested either model yet, so price and context are the only way to compare them. Data as of October 22, 2026.