// head_to_head
Morph V3 Fast vs Nemotron 3 Ultra
Published LiveBench scores across all seven categories, live list pricing, context windows, and the measured cost of a point of capability — for both models, side by side.
Morph V3 Fast is the cheaper of the two; neither can be ranked on quality here.
Morph V3 Fast does not have a published LiveBench run, so this comparison covers price, context and declared capabilities only. A missing score means "not evaluated", not "worse" — the right way to separate these two is an eval on your own workload.
nvidia
Nemotron 3 Ultra
- Blended / 1M
- $1.05
- Context
- 262K
- Released
- Jun 4, 2026
- Overall score
- 67.4
Specs and pricing
| Metric | Morph V3 Fast | Nemotron 3 Ultra |
|---|---|---|
| LiveBench overall Mean of the seven LiveBench category scores, 0–100. Higher is better. | — | 67.4 |
| Cost per point Measured benchmark spend divided by overall score — dollars per point of capability. | — | $0.2118 |
| Blended price / 1M 3:1 input:output mix, the usual shape of production traffic. | $0.900win | $1.05 |
| Input price / 1M | $0.800 | $0.600win |
| Output price / 1M | $1.20win | $2.40 |
| Cached input / 1M Price of an input token served from the prompt cache, where the provider publishes one. | — | $0.120 |
| Context window | 82K | 262Kwin |
| Max output tokens | 38K | 183Kwin |
Benchmarks by category
An overall score averages away the thing you probably care about. These are the seven LiveBench categories scored separately — Morph V3 Fast on top, Nemotron 3 Ultra below, both out of 100.
What each one costs to run
Per-token prices are hard to feel. These are monthly list costs for both models across five workload shapes, using each provider's published cached-input rate where there is one.
| Workload | Morph V3 Fast | Nemotron 3 Ultra |
|---|---|---|
| Support chatbot 1.2K in / 400 out × 200K requests | $288.00/mo | $301.44/mo |
| RAG assistant 8K in / 600 out × 100K requests | $712.00/mo | $432.00/mo |
| Coding agent 40K in / 4K out × 20K requests | $736.00/mo | $403.20/mo |
| Document extraction 20K in / 1.5K out × 50K requests | $890.00/mo | $756.00/mo |
| Bulk classification 500 in / 20 out × 5M requests | $2,120/mo | $1,500/mo |
Which should you pick?
You need to fit large documents in one call
Nemotron 3 Ultra
Wider context window — 262K against 82K.
You are cost-constrained
Morph V3 Fast
Cheaper on blended list price at $0.900 per million tokens.
Morph V3 Fast vs Nemotron 3 Ultra FAQ
Which is better, Morph V3 Fast or Nemotron 3 Ultra?
Morph V3 Fast is the cheaper of the two; neither can be ranked on quality here. Morph V3 Fast does not have a published LiveBench run, so this comparison covers price, context and declared capabilities only. A missing score means "not evaluated", not "worse" — the right way to separate these two is an eval on your own workload.
Is Morph V3 Fast cheaper than Nemotron 3 Ultra?
Morph V3 Fast is cheaper. On a 3:1 input:output blend, Morph V3 Fast lists at $0.900 per million tokens and Nemotron 3 Ultra at $1.05 — Morph V3 Fast is 17% cheaper. Input and output are priced separately — Morph V3 Fast charges $0.800 in and $1.20 out, Nemotron 3 Ultra charges $0.600 and $2.40 — so the model that looks cheaper flips depending on how output-heavy your workload is.
Does Morph V3 Fast or Nemotron 3 Ultra have a bigger context window?
Nemotron 3 Ultra has the larger context window: 82K for Morph V3 Fast against 262K for Nemotron 3 Ultra. Note that a window you can fill is not a window you should fill — retrieval quality usually degrades well before the limit, and you pay for every token you put in it.
Do Morph V3 Fast and Nemotron 3 Ultra support prompt caching?
Nemotron 3 Ultra publishes a cached-input rate of $0.120 per million tokens against a full input rate of $0.600. The catalogue lists no separate cached rate for Morph V3 Fast, which means the provider does not price it separately here — not that caching is unavailable.
Related comparisons
How these numbers are produced
- Price — provider list price from OpenRouter, refreshed every 15 minutes. “Blended” is a 3:1 input:output mix.
- Scores — LiveBench release 2026-06-25, using their own category map. Each model shows its strongest published run. A blank means “not evaluated”, never “bad”.
- Cost per point — the measured dollars LiveBench spent on the run, divided by the score it earned.
- “Win” — awarded only past a threshold: one full point on a benchmark score, 10% on a price, 25% on a context window. Anything tighter reports as a tie, because effort settings alone move a LiveBench score by more than that.
Published benchmarks rank models on someone else's tasks. Before committing, see LLM & agent evaluation for building an eval on your own.