o4 Mini High vs Fugu Max
o4 Mini High costs 1.4x less per output token than Fugu Max ($4.40 vs $6.00 per million). Updated October 22, 2026; no benchmark has tested both models yet.
- Coding
- No data
- Overall
- No data
- Output $/M
- $4.40
- Coding
- No data
- Overall
- No data
- Output $/M
- $6.00
o4 Mini High or Fugu Max: which to pick
Neither model has a coding score yet, so the two cannot be ranked on coding.
Pick o4 Mini High for output tokens 1.4x cheaper ($4.40 vs $6.00 per million).
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 Max
Fugu Max takes 1M tokens against 200K.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
o4 Mini High
o4 Mini High $0.0033, Fugu Max $0.0050 per turn.
List prices
At a glance
- Coding index
- o4 Mini High not benchmarked, Fugu Max 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
- o4 Mini High $4.40 against Fugu Max $6.00 per million output tokens, 1.4x apart.
- Context window
- o4 Mini High takes 200K tokens, Fugu Max 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.
CodingDirectional onlySix of these boards feed the Vibe Coding Index1 board measured
| Benchmark | o4 Mini High | Fugu Max | Leader |
|---|---|---|---|
| ALE-Bench | 826.2 | Not measured | Only o4 Mini High measured |
| Neither model has a result on the other 42 boards here | |||
Agentic workDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
| Benchmark | o4 Mini High | Fugu Max | Leader |
|---|---|---|---|
| GDPval | 25.3% | Not measured | Only o4 Mini High measured |
| Neither model has a result on the other 41 boards here | |||
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
o4 Mini High costs less
Repository review
50K input + 3K output tokens
o4 Mini High costs less
Agent loop
200K input + 10K output tokens
o4 Mini High 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 | OpenAI o4 Mini High | Sakana Fugu Max |
|---|---|---|
| Maker | OpenAI | Sakana |
| Weights | No public weights listed | No public weights listed |
| Released | April 16, 2025 | September 11, 2026 |
| Context window | 200K | 1M |
| Input $/Mtok | $1.10 | $2.00 |
| Output $/Mtok | $4.40 | $6.00 |
| 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 o4 Mini High better than Fugu Max for coding?
Neither model has a coding score yet, so the two cannot be ranked on coding. Pick o4 Mini High for output tokens 1.4x cheaper ($4.40 vs $6.00 per million).
Which is cheaper, o4 Mini High or Fugu Max?
o4 Mini High costs $1.10 per million input tokens and $4.40 per million output tokens; Fugu Max costs $2.00 and $6.00. Cost per solved task is known for neither of them.
Which has the bigger context window, o4 Mini High or Fugu Max?
Fugu Max, with 1M tokens against 200K.
Has any benchmark tested both o4 Mini High and Fugu Max?
No benchmark has tested both yet. o4 Mini High has results on ALE-Bench and GDPval; Fugu Max has none yet. Compare them on price and context instead. Data as of October 22, 2026.