Crouton Alpha vs Pareto 26.10 Preview
Updated November 14, 2026; no benchmark has tested both models yet.
- Coding
- No data
- Overall
- No data
- Output $/M
- No data
- Coding
- No data
- Overall
- No data
- Output $/M
- $3.20
Crouton Alpha or Pareto 26.10 Preview: which to pick
Neither model has a coding score yet, so the two cannot be ranked on coding.
Compare them on price, context and the boards below.
No benchmark has tested both yet. Crouton Alpha has none yet; Pareto 26.10 Preview on GameBench 2. Compare them on price and context instead.
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
No call
Both take 1.05M tokens.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
Crouton Alpha
Crouton Alpha $0.0000, Pareto 26.10 Preview $0.0024 per turn.
List prices
At a glance
- Coding index
- Crouton Alpha not benchmarked, Pareto 26.10 Preview 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
- Crouton Alpha Free against Pareto 26.10 Preview $3.20 per million output tokens.
- Context window
- Both take 1.05M tokens.
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 | Crouton Alpha | Pareto 26.10 Preview | Leader |
|---|---|---|---|
| GameBench 2 | Not measured | 88.3 | Only Pareto 26.10 Preview measured |
| Neither model has a result on the other 51 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
Crouton Alpha costs less
Repository review
50K input + 3K output tokens
Crouton Alpha costs less
Agent loop
200K input + 10K output tokens
Crouton Alpha 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 | Crouton Alpha | Pareto 26.10 Preview |
|---|---|---|
| Maker | Stealth | Unbiased |
| Weights | No public weights listed | No public weights listed |
| Released | November 3, 2026 | October 1, 2026 |
| Context window | 1.05M | 1.05M |
| Input $/Mtok | Free | $0.80 |
| Output $/Mtok | Free | $3.20 |
| 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 Crouton Alpha better than Pareto 26.10 Preview for coding?
Neither model has a coding score yet, so the two cannot be ranked on coding. Compare them on price, context and the boards below.
Which is cheaper, Crouton Alpha or Pareto 26.10 Preview?
Crouton Alpha costs Free per million input tokens and Free per million output tokens; Pareto 26.10 Preview costs $0.80 and $3.20. Cost per solved task is known for neither of them.
Which has the bigger context window, Crouton Alpha or Pareto 26.10 Preview?
Neither: both take 1.05M tokens.
Has any benchmark tested both Crouton Alpha and Pareto 26.10 Preview?
No benchmark has tested both yet. Crouton Alpha has none yet; Pareto 26.10 Preview on GameBench 2. Compare them on price and context instead. Data as of November 14, 2026.