Moondream 3 Preview vs Sonar Pro Search
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
- $2.50
- Coding
- No data
- Overall
- No data
- Output $/M
- $15.00
Decision reading
Neither model has a coding score yet, so the two cannot be ranked on coding.
Moondream 3 Preview has the edge where output tokens cost 6.0x less.
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
Sonar Pro Search
Sonar Pro Search takes 200K tokens against 32K.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
Moondream 3 Preview
Moondream 3 Preview $0.0015, Sonar Pro Search $0.011 per turn.
List prices
At a glance
- Coding index
- Moondream 3 Preview not benchmarked, Sonar Pro Search 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 Sonar Pro Search $15.00 per million output tokens, 6.0x apart.
- Context window
- Moondream 3 Preview takes 32K tokens, Sonar Pro Search 200K.
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 | Perplexity Sonar Pro Search |
|---|---|---|
| Maker | Moondream | Perplexity |
| Weights | Open weights | No public weights listed |
| Released | October 15, 2026 | October 30, 2025 |
| Context window | 32K | 200K |
| Input $/Mtok | $0.30 | $3.00 |
| Output $/Mtok | $2.50 | $15.00 |
| 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 Sonar Pro Search for coding?
Neither model has a coding score yet, so the two cannot be ranked on coding. Moondream 3 Preview has the edge where output tokens cost 6.0x less.
Which is cheaper, Moondream 3 Preview or Sonar Pro Search?
Moondream 3 Preview costs $0.30 per million input tokens and $2.50 per million output tokens; Sonar Pro Search costs $3.00 and $15.00. Cost per solved task is known for neither of them.
Which has the bigger context window, Moondream 3 Preview or Sonar Pro Search?
Sonar Pro Search, with 200K tokens against 32K.
Has any benchmark tested both Moondream 3 Preview and Sonar Pro Search?
No benchmark has tested either model yet, so price and context are the only way to compare them. Data as of October 21, 2026.