GPT-6.1 Sol Pro vs Moondream 3 Preview
Updated October 21, 2026. No benchmark has tested both models yet. Coding is ranked on the Vibe Coding Index; every other board is shown as published.
- Coding
- No data
- Overall
- No data
- Output $/M
- $10.00
- Coding
- No data
- Overall
- No data
- Output $/M
- $2.50
Decision reading
Neither model has a coding score yet, so the two cannot be ranked on coding.
GPT-6.1 Sol Pro has the edge where the context window is larger, 1.05M against 32K tokens.
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
GPT-6.1 Sol Pro
GPT-6.1 Sol Pro takes 1.05M tokens against 32K.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
Moondream 3 Preview
GPT-6.1 Sol Pro $0.0070, Moondream 3 Preview $0.0015 per turn.
List prices
At a glance
- Coding index
- GPT-6.1 Sol Pro not benchmarked, Moondream 3 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
- GPT-6.1 Sol Pro $10.00 against Moondream 3 Preview $2.50 per million output tokens, 4.0x apart.
- Context window
- GPT-6.1 Sol Pro takes 1.05M tokens, Moondream 3 Preview 32K.
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 | OpenAI GPT-6.1 Sol Pro | Moondream 3 Preview |
|---|---|---|
| Maker | OpenAI | Moondream |
| Weights | No public weights listed | Open weights |
| Released | September 29, 2026 | October 15, 2026 |
| Context window | 1.05M | 32K |
| Input $/Mtok | $2.00 | $0.30 |
| Output $/Mtok | $10.00 | $2.50 |
| 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 GPT-6.1 Sol Pro better than Moondream 3 Preview for coding?
Neither model has a coding score yet, so the two cannot be ranked on coding. GPT-6.1 Sol Pro has the edge where the context window is larger, 1.05M against 32K tokens.
Which is cheaper, GPT-6.1 Sol Pro or Moondream 3 Preview?
GPT-6.1 Sol Pro costs $2.00 per million input tokens and $10.00 per million output tokens; Moondream 3 Preview costs $0.30 and $2.50. Cost per solved task is known for neither of them.
Which has the bigger context window, GPT-6.1 Sol Pro or Moondream 3 Preview?
GPT-6.1 Sol Pro, with 1.05M tokens against 32K.
Has any benchmark tested both GPT-6.1 Sol Pro and Moondream 3 Preview?
No benchmark has tested either model yet, so price and context are the only way to compare them. Data as of October 21, 2026.