Ripple 65B Preview vs Pareto 26.10
Ripple 65B Preview costs 5.3x less per output token than Pareto 26.10 ($0.60 vs $3.20 per million). Updated November 14, 2026; no benchmark has tested both models yet.
- Coding
- No data
- Overall
- No data
- Output $/M
- $0.60
- Coding
- No data
- Overall
- No data
- Output $/M
- $3.20
Ripple 65B Preview or Pareto 26.10: which to pick
Neither model has a coding score yet, so the two cannot be ranked on coding.
Pick Ripple 65B Preview for output tokens 5.3x cheaper ($0.60 vs $3.20 per million).
No benchmark has tested both yet. Ripple 65B Preview has none yet; Pareto 26.10 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
Ripple 65B Preview
Ripple 65B Preview $0.0005, Pareto 26.10 $0.0024 per turn.
List prices
At a glance
- Coding index
- Ripple 65B Preview not benchmarked, Pareto 26.10 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
- Ripple 65B Preview $0.60 against Pareto 26.10 $3.20 per million output tokens, 5.3x apart.
- 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 | Ripple 65B Preview | Pareto 26.10 | Leader |
|---|---|---|---|
| GameBench 2 | Not measured | 89.7 | Only Pareto 26.10 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
Ripple 65B Preview costs less
Repository review
50K input + 3K output tokens
Ripple 65B Preview costs less
Agent loop
200K input + 10K output tokens
Ripple 65B 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 | Ricursive Ripple 65B Preview | Pareto 26.10 |
|---|---|---|
| Maker | Ricursiveai | Unbiased |
| Weights | Open weights | No public weights listed |
| Released | November 4, 2026 | October 15, 2026 |
| Context window | 1.05M | 1.05M |
| Input $/Mtok | $0.20 | $0.80 |
| Output $/Mtok | $0.60 | $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 Ripple 65B Preview better than Pareto 26.10 for coding?
Neither model has a coding score yet, so the two cannot be ranked on coding. Pick Ripple 65B Preview for output tokens 5.3x cheaper ($0.60 vs $3.20 per million).
Which is cheaper, Ripple 65B Preview or Pareto 26.10?
Ripple 65B Preview costs $0.20 per million input tokens and $0.60 per million output tokens; Pareto 26.10 costs $0.80 and $3.20. Cost per solved task is known for neither of them.
Which has the bigger context window, Ripple 65B Preview or Pareto 26.10?
Neither: both take 1.05M tokens.
Has any benchmark tested both Ripple 65B Preview and Pareto 26.10?
No benchmark has tested both yet. Ripple 65B Preview has none yet; Pareto 26.10 on GameBench 2. Compare them on price and context instead. Data as of November 14, 2026.