Solar Pro 4 vs Nemotron 3.5 Lightning 30B A3B vs Muse Glimmer 30B
Nemotron 3.5 Lightning 30B A3B comes out ahead, 71 to 57 and 55 on our weighted score, and it is the cheaper option too.
Upstage
Solar Pro 4
55/100- ECI—
- Price$0.30 / $1.20
- Context524K
- Our pick
NVIDIANemotron 3.5 Lightning 30B A3B
71/100- ECI—
- Price$0.05 / $0.20
- Context262K
MetaMuse Glimmer 30B
57/100- ECI—
- Price$0.30 / $1.20
- Context131K
Nemotron 3.5 Lightning 30B A3B is our pick
Nemotron 3.5 Lightning 30B A3B is the better all-round choice, scoring 71/100 against Muse Glimmer 30B (57) and Solar Pro 4 (55). It leads on price. Solar Pro 4 wins on context window. Muse Glimmer 30B wins on inputs & features. 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 priceNemotron 3.5 Lightning 30B A3BNemotron 3.5 Lightning 30B A3B $0.087 · Solar Pro 4 $0.525 · Muse Glimmer 30B $0.525 per 1M tokens (3:1 blend)
- Longest contextSolar Pro 4Solar Pro 4 524,288 · Nemotron 3.5 Lightning 30B A3B 262,144 · Muse Glimmer 30B 131,072 tokens
- Widest inputsMuse Glimmer 30BSolar Pro 4: Text · Nemotron 3.5 Lightning 30B A3B: Text · Muse Glimmer 30B: Text, Images
- Self-hostingNemotron 3.5 Lightning 30B A3B and Muse Glimmer 30BPublishes downloadable weights (Apache 2.0)
| Measure | Weight | Solar Pro 4 | Nemotron 3.5 Lightning 30B A3B | Muse Glimmer 30B |
|---|---|---|---|---|
| Price | 50% | 63 | 100 | 63 |
| Inputs & features | 30% | 45 | 45 | 70 |
| Context window | 20% | 49 | 37 | 24 |
| Overall | 100% | 55/100 | 71/100 | 57/100 |
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 Pro 4Upstage | Nemotron 3.5 Lightning 30B A3BNVIDIA | Muse Glimmer 30BMeta |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | $0.30 | $0.05 (best) | $0.30 |
| Output | $1.20 | $0.20 (best) | $1.20 |
| Cached input | $0.06 | — | — |
| Blended (3:1) | $0.525 | $0.087 (best) | $0.525 |
| Long-context rate | Same rate | Same rate | Same rate |
| Price source | Official Upstage API | Median of 9 providers | Median of 10 providers |
| Limits | |||
| Context window | 524,288 tokens (best) | 262,144 tokens | 131,072 tokens |
| Max output | 131,072 tokens | 262,144 tokens (best) | 131,072 tokens |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | No | No | Yes |
| PDFs | No | No | No |
| Audio | No | No | No |
| Video | No | No | No |
| Reasoning | Yesminimal · low · medium · high · xhigh · max | Yes | Yes |
| Tool calling | Yes | Yes | Yes |
| Structured output | Yes | Yes | Yes |
| Availability | |||
| Weights | Proprietary | Open | OpenApache 2.0 |
| API model ID | solar-pro4 | nvidia/nemotron-3.5-lightning-30b-a3b | — |
| API providers | 3 | 12 (best) | 12 (best) |
| Released | Aug 6, 2026 | Aug 11, 2026 | Aug 10, 2026 |
| Knowledge cutoff | Feb 2026 | — | Jan 4, 2026 |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- Solar Pro 4$5.40
- Nemotron 3.5 Lightning 30B A3B$0.90
- Muse Glimmer 30B$5.40
Which should you choose?
Which is better: Solar Pro 4, Nemotron 3.5 Lightning 30B A3B or Muse Glimmer 30B?
Nemotron 3.5 Lightning 30B A3B is the better all-round choice, scoring 71/100 against Muse Glimmer 30B (57) and Solar Pro 4 (55). It leads on price. Solar Pro 4 wins on context window. Muse Glimmer 30B wins on inputs & features. 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 Pro 4, Nemotron 3.5 Lightning 30B A3B or Muse Glimmer 30B?
Nemotron 3.5 Lightning 30B A3B is cheaper at $0.05 input / $0.20 output per million tokens (median across 9 API providers; free on Nvidia). Solar Pro 4 costs $0.30 input / $1.20 output per million tokens (official Upstage API price); Muse Glimmer 30B costs $0.30 input / $1.20 output per million tokens (median across 10 API providers). At a typical mix of three input tokens to one output token, that is $0.087 per million tokens for Nemotron 3.5 Lightning 30B A3B versus $0.525 for Solar Pro 4 (6× as much) and $0.525 for Muse Glimmer 30B (6× as much).
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. Solar Pro 4 has not been scored yet, Nemotron 3.5 Lightning 30B A3B has not been scored yet and Muse Glimmer 30B has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Solar Pro 4, Nemotron 3.5 Lightning 30B A3B and Muse Glimmer 30B 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?
Solar Pro 4 has the largest context window at 524,288 tokens, against 262,144 for Nemotron 3.5 Lightning 30B A3B and 131,072 for Muse Glimmer 30B. Maximum output per response: Solar Pro 4 up to 131,072, Nemotron 3.5 Lightning 30B A3B up to 262,144, Muse Glimmer 30B up to 131,072 tokens.
Which can read images, PDFs, audio or video?
Solar Pro 4 accepts text; Nemotron 3.5 Lightning 30B A3B accepts text; Muse Glimmer 30B accepts text and images. Muse Glimmer 30B handles the widest range of inputs.
Are any of these open source?
Nemotron 3.5 Lightning 30B A3B and Muse Glimmer 30B publishes its weights (Apache 2.0) and can be self-hosted; Solar Pro 4 is proprietary.
Which is newer?
Nemotron 3.5 Lightning 30B A3B is the newest, released Aug 11, 2026. Muse Glimmer 30B came out Aug 10, 2026; Solar Pro 4 came out Aug 6, 2026. Knowledge cutoff: Solar Pro 4 Feb 2026, Muse Glimmer 30B Jan 4, 2026.
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.
