Magistral Medium
Best configuration ranks #421 of 610 on the BenchLeader Index at 44.1 ±5.2 (medium reasoning effort). Last measured 2 Sept 2026. Released 17 Mar 2025.
- Blended price
- $2.75/M
- $2.00 in · $5.00 out
- Output speed
- –
- First answer
- –
- Context
- 40k
- Overall index44
- Reasoning32
- Coding47
- Agents & tools45
- Maths40
- Knowledge38
- Instruction following45
- Human preference47
- Multimodal44
- Long context52
- Composite44
Benchmark results
One column per reasoning effort. Rank is among every configuration of every model on that benchmark. Hover a score for the run it came from.
Reasoning
| Benchmark | medium | Source |
|---|---|---|
| LMArena Hard Prompts | 1332#206 | LMArena |
| GPQA Diamond (AA)not in index | 73.9%#252 | Artificial Analysis |
| Humanity's Last Exam (AA)not in index | 10.3%#252 | Artificial Analysis |
| GPQA Diamond (Vals)not in index | 62.4%#103 | Vals AI |
| Kagi LLM Benchmark | 16.2%#132 | Kagi LLM Benchmark |
| ARC-AGI-1 | 6.1%#171 | ARC Prize |
| ARC-AGI-2 | 0.0%#174 | ARC Prize |
Coding
| Benchmark | medium | Source |
|---|---|---|
| SciCode | 39.2%#114 | SciCode |
| LMArena Coding | 1387#184 | LMArena |
| LiveCodeBench | 74.9%#79 | Vals AI |
| IOI | 0.7%#57 | Vals AI |
Agents & tools
| Benchmark | medium | Source |
|---|---|---|
| Terminal-Bench Hard | 12.9%#199 | Artificial Analysis |
| τ²-Bench Telecom (AA)not in index | 52.0%#189 | Artificial Analysis |
Maths
| Benchmark | medium | Source |
|---|---|---|
| AIME (Vals) | 83.5%#42 | Vals AI |
| MGSM | 74.6%#67 | Vals AI |
Knowledge
| Benchmark | medium | Source |
|---|---|---|
| AA-Omniscience | -26.7#205 | Artificial Analysis |
| MMLU-Pro | 68.7%#120 | Vals AI |
| LegalBench | 54.8%#130 | Vals AI |
| CorpFin | 47.4%#105 | Vals AI |
| TaxEval | 61.9%#116 | Vals AI |
| MedQA | 89.5%#50 | Vals AI |
Instruction following
| Benchmark | medium | Source |
|---|---|---|
| IFBench | 43.0%#225 | Artificial Analysis |
Human preference
| Benchmark | medium | Source |
|---|---|---|
| LMArena Text | 1304#229 | LMArena |
Multimodal
| Benchmark | medium | Source |
|---|---|---|
| MMMU-Pro | 59.6%#180 | Artificial Analysis |
Long context
| Benchmark | medium | Source |
|---|---|---|
| AA-LCR | 53.0%#243 | Artificial Analysis |
Composite
| Benchmark | medium | Source |
|---|---|---|
| AA Intelligence Index | 11.8#276 | Artificial Analysis |
What a task costs
Estimates from list price, output speed and time to first answer for the best configuration. “With caching” assumes three-quarters of the input is served from the prompt cache. Reasoning tokens are not modelled.
| Workload | Tokens in / out | Cost | With caching | Time |
|---|---|---|---|---|
| Chat reply | 400 / 300 | $0.0023 | – | – |
| Summarise a 30-page report | 12,000 / 600 | $0.027 | – | – |
| Code edit | 6,000 / 1,500 | $0.019 | – | – |
| Agentic coding session | 60,000 / 4,000 | $0.140 | – | – |
| Structured extraction | 2,000 / 200 | $0.0050 | – | – |
See also
Data as of 9 Sept 2026. Compare with another model.