solar-mini vs Claude Opus 4 vs Pixtral 12B
Pixtral 12B comes out ahead, 64 to 52 and 27 on our weighted score.
Upstage
solar-mini
52/100- ECI—
- Price$0.15 / $0.15
- Context33K
AnthropicClaude Opus 4
27/100- ECI142.7
- Price$15.00 / $75.00
- Context200K
- Our pick
Mistral AIPixtral 12B
64/100- ECI—
- Price$0.15 / $0.15
- Context128K
Pixtral 12B is our pick
Pixtral 12B is the better all-round choice, scoring 64/100 against solar-mini (52) and Claude Opus 4 (27). Claude Opus 4 wins on inputs & features and context window. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.
- CapabilityNot enough dataNo independent benchmark covers every model here yet
- Lowest pricesolar-mini and Pixtral 12Bsolar-mini $0.15 · Pixtral 12B $0.15 · Claude Opus 4 $30.00 per 1M tokens (3:1 blend)
- Longest contextClaude Opus 4Claude Opus 4 200,000 · Pixtral 12B 128,000 · solar-mini 32,768 tokens
- Widest inputsClaude Opus 4solar-mini: Text · Claude Opus 4: Text, Images, PDFs · Pixtral 12B: Text, Images
- Self-hostingPixtral 12BPublishes downloadable weights
| Measure | Weight | solar-mini | Claude Opus 4 | Pixtral 12B |
|---|---|---|---|---|
| Price | 50% | 89 | 0 | 89 |
| Inputs & features | 30% | 25 | 70 | 50 |
| Context window | 20% | 0 | 32 | 24 |
| Overall | 100% | 52/100 | 27/100 | 64/100 |
Left out because at least one model lacks the data: capability. The remaining weights were rescaled.
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | solar-miniUpstage | Claude Opus 4Anthropic | Pixtral 12BMistral AI |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | 142.7 | — |
| ECI rank | — | #87 of 148 | — |
| GPQA DiamondGraduate-level science questions | — | 76.3% | — |
| OTIS Mock AIME 2024–2025Competition mathematics | — | 64.4% | — |
| SWE-bench VerifiedFixing real GitHub issues | — | 70.7% | — |
| Price per million tokens | |||
| Input | $0.15 (best) | $15.00 | $0.15 (best) |
| Output | $0.15 (best) | $75.00 | $0.15 (best) |
| Cached input | — | — | — |
| Blended (3:1) | $0.15 (best) | $30.00 | $0.15 (best) |
| Long-context rate | Same rate | Same rate | Same rate |
| Price source | Official Upstage API | Median of 5 providers | Official Mistral API |
| Limits | |||
| Context window | 32,768 tokens | 200,000 tokens (best) | 128,000 tokens |
| Max output | 4,096 tokens | 32,000 tokens | 128,000 tokens (best) |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | No | Yes | Yes |
| PDFs | No | Yes | No |
| Audio | No | No | No |
| Video | No | No | No |
| Reasoning | No | Yes | No |
| Tool calling | Yes | Yes | Yes |
| Structured output | No | No | No |
| Availability | |||
| Weights | Proprietary | Proprietary | Open |
| API model ID | solar-mini | — | pixtral-12b |
| API providers | 1 | 5 (best) | 4 |
| Released | Jun 12, 2024 | May 22, 2025 | Sep 1, 2024 |
| Knowledge cutoff | Sep 2024 | Mar 31, 2025 | Sep 2024 |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- solar-mini$1.80
- Claude Opus 4$300.00
- Pixtral 12B$1.80
Which should you choose?
Which is better: solar-mini, Claude Opus 4 or Pixtral 12B?
Pixtral 12B is the better all-round choice, scoring 64/100 against solar-mini (52) and Claude Opus 4 (27). Claude Opus 4 wins on inputs & features and context window. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.
Which is cheaper, solar-mini, Claude Opus 4 or Pixtral 12B?
solar-mini is cheaper at $0.15 input / $0.15 output per million tokens (official Upstage API price). Pixtral 12B costs $0.15 input / $0.15 output per million tokens (official Mistral API price); Claude Opus 4 costs $15.00 input / $75.00 output per million tokens (median across 5 API providers). At a typical mix of three input tokens to one output token, that is $0.15 per million tokens for solar-mini versus $0.15 for Pixtral 12B (1× as much) and $30.00 for Claude Opus 4 (200× as much).
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. solar-mini has not been scored yet, Claude Opus 4 has an ECI of 142.7 and Pixtral 12B has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for solar-mini and Pixtral 12B yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. All three support tool calling for agent workflows.
Which has the bigger context window?
Claude Opus 4 has the largest context window at 200,000 tokens, against 128,000 for Pixtral 12B and 32,768 for solar-mini. Maximum output per response: solar-mini up to 4,096, Claude Opus 4 up to 32,000, Pixtral 12B up to 128,000 tokens.
Which can read images, PDFs, audio or video?
solar-mini accepts text; Claude Opus 4 accepts text, images and PDFs; Pixtral 12B accepts text and images. Claude Opus 4 handles the widest range of inputs.
Are any of these open source?
Pixtral 12B publishes its weights and can be self-hosted; solar-mini and Claude Opus 4 is proprietary.
Which is newer?
Claude Opus 4 is the newest, released May 22, 2025. Pixtral 12B came out Sep 1, 2024; solar-mini came out Jun 12, 2024. Knowledge cutoff: solar-mini Sep 2024, Claude Opus 4 Mar 31, 2025, Pixtral 12B Sep 2024.
How do you decide the winner?
Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Oct 4, 2026.
