Muse Spark 1.2 Contributor vs Ministral 3 3B 2512
Ministral 3 3B 2512 costs 2.0x less per output token than Muse Spark 1.2 Contributor ($0.10 vs $0.20 per million). Updated October 22, 2026; no benchmark has tested both models yet.
- Coding
- No data
- Overall
- No data
- Output $/M
- $0.20
- Coding
- No data
- Overall
- No data
- Output $/M
- $0.10
Muse Spark 1.2 Contributor or Ministral 3 3B 2512: which to pick
Neither model has a coding score yet, so the two cannot be ranked on coding.
Pick Muse Spark 1.2 Contributor for a larger context window (1.05M against 131K tokens).
No benchmark has tested both yet. Muse Spark 1.2 Contributor has none yet; Ministral 3 3B 2512 on AA Coding Index, AA Intelligence Index and AA Agentic Index. 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
Intelligence
AA Intelligence Index
No call
Only Ministral 3 3B 2512 has a AA Intelligence Index result, 4.8.
Directional only
Agentic work
AA Agentic Index
No call
Only Ministral 3 3B 2512 has a AA Agentic Index result, 0.8.
Directional only
Web design
Design Arena: websites
No call
Only Ministral 3 3B 2512 has a Design Arena: websites result, 1027.
Directional only
Long documents
Listed context window
Muse Spark 1.2 Contributor
Muse Spark 1.2 Contributor takes 1.05M tokens against 131K.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
Ministral 3 3B 2512
Muse Spark 1.2 Contributor $0.0002, Ministral 3 3B 2512 $0.0001 per turn.
List prices
At a glance
- Coding index
- Muse Spark 1.2 Contributor not benchmarked, Ministral 3 3B 2512 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
- Muse Spark 1.2 Contributor $0.20 against Ministral 3 3B 2512 $0.10 per million output tokens, 2.0x apart.
- Context window
- Muse Spark 1.2 Contributor takes 1.05M tokens, Ministral 3 3B 2512 131K.
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 | Muse Spark 1.2 Contributor | Ministral 3 3B 2512 | Leader |
|---|---|---|---|
| AA Coding Index | Not measured | 4.8 | Only Ministral 3 3B 2512 measured |
| Neither model has a result on the other 42 boards here | |||
IntelligenceDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
| Benchmark | Muse Spark 1.2 Contributor | Ministral 3 3B 2512 | Leader |
|---|---|---|---|
| AA Intelligence Index | Not measured | 4.8 | Only Ministral 3 3B 2512 measured |
| Neither model has a result on the other 1 board here | |||
Agentic workDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
| Benchmark | Muse Spark 1.2 Contributor | Ministral 3 3B 2512 | Leader |
|---|---|---|---|
| AA Agentic Index | Not measured | 0.8 | Only Ministral 3 3B 2512 measured |
| Neither model has a result on the other 41 boards here | |||
Web designDirectional onlyPublic boards, shown as published, kept out of the index4 boards measured
| Benchmark | Muse Spark 1.2 Contributor | Ministral 3 3B 2512 | Leader |
|---|---|---|---|
| Design Arena: websites | Not measured | 1027 | Only Ministral 3 3B 2512 measured |
| Design Arena: game dev | Not measured | 948 | Only Ministral 3 3B 2512 measured |
| Design Arena: 3D | Not measured | 962 | Only Ministral 3 3B 2512 measured |
| Design Arena: all code categories | Not measured | 1009 | Only Ministral 3 3B 2512 measured |
| Neither model has a result on the other 5 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
Ministral 3 3B 2512 costs less
Repository review
50K input + 3K output tokens
Ministral 3 3B 2512 costs less
Agent loop
200K input + 10K output tokens
Ministral 3 3B 2512 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 | Meta Muse Spark 1.2 Contributor | Mistral Ministral 3 3B 2512 |
|---|---|---|
| Maker | Meta | Mistral AI |
| Weights | No public weights listed | Open weights |
| Released | August 21, 2026 | December 2, 2025 |
| Context window | 1.05M | 131K |
| Input $/Mtok | $0.10 | $0.10 |
| Output $/Mtok | $0.20 | $0.10 |
| 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 Muse Spark 1.2 Contributor better than Ministral 3 3B 2512 for coding?
Neither model has a coding score yet, so the two cannot be ranked on coding. Pick Muse Spark 1.2 Contributor for a larger context window (1.05M against 131K tokens).
Which is cheaper, Muse Spark 1.2 Contributor or Ministral 3 3B 2512?
Muse Spark 1.2 Contributor costs $0.10 per million input tokens and $0.20 per million output tokens; Ministral 3 3B 2512 costs $0.10 and $0.10. Cost per solved task is known for neither of them.
Which has the bigger context window, Muse Spark 1.2 Contributor or Ministral 3 3B 2512?
Muse Spark 1.2 Contributor, with 1.05M tokens against 131K.
Has any benchmark tested both Muse Spark 1.2 Contributor and Ministral 3 3B 2512?
No benchmark has tested both yet. Muse Spark 1.2 Contributor has none yet; Ministral 3 3B 2512 on AA Coding Index, AA Intelligence Index and AA Agentic Index. Compare them on price and context instead. Data as of October 22, 2026.