API cost decision in 10 seconds

Nemotron 3 Ultra (batch) vs GPT Chat Latest

Pick Nemotron 3 Ultra (batch) when budget and context both matter.

Page updated:  Data confirmed:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Nemotron 3 Ultra (batch) when budget and context both matter.

On the standard 1M input plus 500K output workload, Nemotron 3 Ultra (batch) is estimated at $2.4 vs $20 for GPT Chat Latest, saving $17.6 (88% lower).

Cost-first pickNemotron 3 Ultra (batch)
Context-first pickNemotron 3 Ultra (batch)
Sample savings$17.688%
10x traffic gap$176

Nemotron 3 Ultra (batch) is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $176. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Nemotron 3 Ultra (batch) stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickNemotron 3 Ultra (batch)GPT Chat Latest
Input-heavy / RAG5M input + 500K outputNemotron 3 Ultra (batch)$4.8$40
Balanced workload1M input + 1M outputNemotron 3 Ultra (batch)$4.2$35
Output-heavy chatbot1M input + 5M outputNemotron 3 Ultra (batch)$18.6$155
Cheaper input Nemotron 3 Ultra (batch) $0.6 vs $5 / 1M

Nemotron 3 Ultra (batch) is $4.4 cheaper per 1M input tokens (88% lower; 8.33x difference).

Cheaper output Nemotron 3 Ultra (batch) $3.6 vs $30 / 1M

Nemotron 3 Ultra (batch) is $26.4 cheaper per 1M output tokens (88% lower; 8.33x difference).

Larger context Nemotron 3 Ultra (batch) 512.29K vs 400K

Nemotron 3 Ultra (batch) has 112.29K more context (1.28x larger).

Sample workload Nemotron 3 Ultra (batch) $2.4 vs $20

Nemotron 3 Ultra (batch) is $17.6 cheaper on the standard workload (88% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Nemotron 3 Ultra (batch) Calculating… Estimated API cost
GPT Chat Latest Calculating… Estimated API cost
Cheaper for this workload Calculating… Difference: calculating…

This estimate uses normalized public API pricing per 1M tokens. It is a planning aid, not a billing quote. Verify provider pricing, limits, and terms before production use.

Quick Decision

Verdict

Nemotron 3 Ultra (batch) has the lower input price; Nemotron 3 Ultra (batch) has the lower output price; Nemotron 3 Ultra (batch) offers the larger context window. For the 1M input plus 500K output sample, Nemotron 3 Ultra (batch) is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $2.4 for Nemotron 3 Ultra (batch) and $20 for GPT Chat Latest.

Best Fit

Choose Nemotron 3 Ultra (batch) when you care most about lower input-token price, lower output-token price, and larger context window.

Choose GPT Chat Latest when its provider, model quality, latency, or availability is more important than the numeric price/context winner.

Decision Notes
  • On the standard 1M input plus 500K output workload, Nemotron 3 Ultra (batch) is estimated at $2.4 vs $20 for GPT Chat Latest, saving $17.6 (88% lower).
  • Nemotron 3 Ultra (batch) is $17.6 cheaper on the standard workload (88% lower).
  • Nemotron 3 Ultra (batch) is $4.4 cheaper per 1M input tokens (88% lower; 8.33x difference).
  • Nemotron 3 Ultra (batch) is $26.4 cheaper per 1M output tokens (88% lower; 8.33x difference).
  • Nemotron 3 Ultra (batch) has 112.29K more context (1.28x larger).
Head-to-Head Specs
FeatureNemotron 3 Ultra (batch)
(NVIDIA)
GPT Chat Latest
(OpenAI)
Input Price
prompt tokens per 1M
$0.6$5
Completion Price
per 1M tokens
$3.6$30
Sample Workload Cost
1M input + 500K output
$2.4$20
Context Window512.29K400K
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionNemotron 3 Ultra (batch)On the standard 1M input plus 500K output workload, Nemotron 3 Ultra (batch) is estimated at $2.4 vs $20 for GPT Chat Latest, saving $17.6 (88% lower).
High-volume input processingNemotron 3 Ultra (batch)Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsNemotron 3 Ultra (batch)Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workNemotron 3 Ultra (batch)A larger context window leaves more room for retrieved passages, conversation history, or source files.

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Provider catalogs

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NVIDIA catalog

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OpenAI catalog

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