Toast 1 vs Nemotron 3.5 Lightning 30B A3B
Nemotron 3.5 Lightning 30B A3B comes out ahead, 71 to 47 on our weighted score, and it is the cheaper option too.
Mixedbread
Toast 1
47/100- ECI—
- Price$0.30 / $0.72
- Context131K
- Our pick
NVIDIANemotron 3.5 Lightning 30B A3B
71/100- ECI—
- Price$0.05 / $0.20
- Context262K
Add a model
Make it a three-way comparison.
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 Toast 1 (47). It leads on price, 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 priceNemotron 3.5 Lightning 30B A3BNemotron 3.5 Lightning 30B A3B $0.087 · Toast 1 $0.405 per 1M tokens (3:1 blend)
- Longest contextNemotron 3.5 Lightning 30B A3BNemotron 3.5 Lightning 30B A3B 262,144 · Toast 1 131,000 tokens
- Widest inputsSame inputsToast 1: Text · Nemotron 3.5 Lightning 30B A3B: Text
- Self-hostingNemotron 3.5 Lightning 30B A3BPublishes downloadable weights
| Measure | Weight | Toast 1 | Nemotron 3.5 Lightning 30B A3B |
|---|---|---|---|
| Price | 50% | 68 | 100 |
| Inputs & features | 30% | 25 | 45 |
| Context window | 20% | 24 | 37 |
| Overall | 100% | 47/100 | 71/100 |
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 | Toast 1Mixedbread | Nemotron 3.5 Lightning 30B A3BNVIDIA |
|---|---|---|
| Capability | ||
| Capabilities Index (ECI) | — | — |
| ECI rank | — | — |
| Price per million tokens | ||
| Input | $0.30 | $0.05 (best) |
| Output | $0.72 | $0.20 (best) |
| Cached input | — | — |
| Blended (3:1) | $0.405 | $0.087 (best) |
| Long-context rate | Same rate | Same rate |
| Price source | Median of 1 providers | Median of 9 providers |
| Limits | ||
| Context window | 131,000 tokens | 262,144 tokens (best) |
| Max output | 4,000 tokens | 262,144 tokens (best) |
| Inputs and features | ||
| Text | Yes | Yes |
| Images | No | No |
| PDFs | No | No |
| Audio | No | No |
| Video | No | No |
| Reasoning | No | Yes |
| Tool calling | Yes | Yes |
| Structured output | No | Yes |
| Availability | ||
| Weights | Proprietary | Open |
| API model ID | — | nvidia/nemotron-3.5-lightning-30b-a3b |
| API providers | 1 | 12 (best) |
| Released | Aug 13, 2026 | Aug 11, 2026 |
| Knowledge cutoff | — | — |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- Toast 1$4.44
- Nemotron 3.5 Lightning 30B A3B$0.90
Which should you choose?
Which is better: Toast 1 or Nemotron 3.5 Lightning 30B A3B?
Nemotron 3.5 Lightning 30B A3B is the better all-round choice, scoring 71/100 against Toast 1 (47). It leads on price, 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, Toast 1 or Nemotron 3.5 Lightning 30B A3B?
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). Toast 1 costs $0.30 input / $0.72 output per million tokens (median across 1 API provider). 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 $0.405 for Toast 1 (4.6× as much).
Which scores higher on benchmarks?
There is no independent benchmark that covers both models yet. Toast 1 has not been scored yet and Nemotron 3.5 Lightning 30B A3B has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Toast 1 and Nemotron 3.5 Lightning 30B A3B yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Both support tool calling for agent workflows.
Which has the bigger context window?
Nemotron 3.5 Lightning 30B A3B has the largest context window at 262,144 tokens, against 131,000 for Toast 1. Maximum output per response: Toast 1 up to 4,000, Nemotron 3.5 Lightning 30B A3B up to 262,144 tokens.
Which can read images, PDFs, audio or video?
Toast 1 accepts text; Nemotron 3.5 Lightning 30B A3B accepts text. They handle the same number of input types.
Are any of these open source?
Nemotron 3.5 Lightning 30B A3B publishes its weights and can be self-hosted; Toast 1 is proprietary.
Which is newer?
Toast 1 is the newest, released Aug 13, 2026. Nemotron 3.5 Lightning 30B A3B came out Aug 11, 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.
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