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Gemini 3 Flash Preview (batch) vs Nemotron 3 Ultra

Signal-by-Signal Comparison
SignalGemini 3 Flash Preview (batch)DeltaNemotron 3 Ultra
Capabilities
100
+33
67
Benchmarks
87
+87
0
Pricing
99
+1
98
Context window size
96
+10
86
Recency
82
-18
100
Output Capacity
77
-7
84
Overall Result
4 wins
of 6
2 wins
Gemini 3 Flash Preview (batch) wins 4 of 6 signals

Score History

Score History (17 data points)
Gemini 3 Flash Preview (batch)Nemotron 3 Ultra
Gemini 3 Flash Preview (batch)

88.4

current score

Leader

Gemini 3 Flash Preview (batch)

right now

Nemotron 3 Ultra

40

current score

LMMarketCap.com
Interactive Price Comparison
100Kcalls/month
1,000tokens (~1,333 chars)
500tokens (~667 chars)

Gemini 3 Flash Preview (batch)

Google

Best Value
Per request$0.001000
Daily$3.33
Monthly$100.00
Annual$1200.00

Nemotron 3 Ultra

NVIDIA

Per request$0.001800
Daily$6.00
Monthly$180.00
Annual$2160.00

Gemini 3 Flash Preview (batch) saves you $80.00/month

That's $960.00/year compared to Nemotron 3 Ultra at your current usage level of 100K calls/month.

44% cheaper
Choose Gemini 3 Flash Preview (batch) for cost optimization

Gemini 3 Flash Preview (batch) pricing:
Input:$0.25/M tokens
Output:$1.50/M tokens
Nemotron 3 Ultra pricing:
Input:$0.60/M tokens
Output:$2.40/M tokens
Winner
Gemini 3 Flash Preview (batch)

Google

88

Composite Score

Nemotron 3 Ultra

NVIDIA

40

Composite Score

Signal-by-Signal Comparison
MetricGemini 3 Flash Preview (batch)Nemotron 3 UltraWinner
Overall Score
88
40
Gemini 3 Flash Preview (batch)
Rank#56#314
Gemini 3 Flash Preview (batch)
Quality Rank#56#314
Gemini 3 Flash Preview (batch)
Adoption Rank#56#314
Gemini 3 Flash Preview (batch)
Parameters--550B--
Context Window1049K262K
Gemini 3 Flash Preview (batch)
Pricing$0.25/$1.50/M$0.60/$2.40/M--
Signal Scores
Capabilities
100
67
Gemini 3 Flash Preview (batch)
Benchmarks
87
--
Gemini 3 Flash Preview (batch)
Pricing
99
98
Gemini 3 Flash Preview (batch)
Context window size
96
86
Gemini 3 Flash Preview (batch)
Recency
82
100
Nemotron 3 Ultra
Output Capacity
77
84
Nemotron 3 Ultra
Benchmark Head-to-Head(11 benchmarks)
Gemini 3: 0Nemotron 3: 0
Gemini 3
Nemotron 3
Normalized 0-100%
MMLU
88%-
MMLU-Pro
82%-
GPQA Diamond
90.4%-
MATH-500
88%-
HumanEval
92%-
SWE-bench Verified
78%-
IFEval
91%-
BBH
89%-
Arena Elo
1474-
LiveBench
74.5%-
HLE
33.7%-
Benchmark Interpretation

Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.

Gemini 3 Flash Preview (batch)Elite Tier

Scores 88/100 (rank #56), placing it in the top 81% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Nemotron 3 UltraEntry Level

Scores 40/100 (rank #314), placing it in the top -8% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

Gemini 3 Flash Preview (batch) has a 48-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose Gemini 3 Flash Preview (batch) when you need:

  • High-volume production workloads where API costs must be minimized
  • Processing long documents or large codebases (1049K token context)
  • Multimodal workflows that require image understanding
  • Step-by-step reasoning and chain-of-thought problem solving

Choose Nemotron 3 Ultra when you need:

  • Step-by-step reasoning and chain-of-thought problem solving
  • Self-hosted deployments where you need full control over the model
Cost-Performance Analysis
Gemini 3 Flash Preview (batch)Best Value
Input cost$0.25/M tokens
Output cost$1.50/M tokens
Cost per quality point$0.020
Est. monthly (1M tokens/day)$26.25
Nemotron 3 Ultra
Input cost$0.60/M tokens
Output cost$2.40/M tokens
Cost per quality point$0.075
Est. monthly (1M tokens/day)$45.00

Gemini 3 Flash Preview (batch) offers 42% better value per quality point. At 1M tokens/day, you'd spend $26.25/month with Gemini 3 Flash Preview (batch) vs $45.00/month with Nemotron 3 Ultra - a $18.75 monthly difference.

Latency & Speed
Gemini 3 Flash Preview (batch)Faster
Speed score0/100
Nemotron 3 Ultra
Speed score0/100

Both models have comparable response speeds. For most applications, the latency difference is negligible.

When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.

Example Use Cases

Code generation & review

Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring

Gemini 3 Flash Preview (batch)

Customer support chatbot

Suitable for user-facing chat with competitive response times. Gemini 3 Flash Preview (batch) also offers lower per-token costs for high-volume support

Gemini 3 Flash Preview (batch)

Long document analysis

Larger context window (1049K tokens) can process longer documents, contracts, and research papers in a single pass

Gemini 3 Flash Preview (batch)

Batch data extraction

Lower output pricing ($1.50/M) reduces costs when processing thousands of records daily

Gemini 3 Flash Preview (batch)

Creative writing & content

Higher overall composite score (88/100) correlates with better nuance, coherence, and style in long-form content

Gemini 3 Flash Preview (batch)

Image understanding & OCR

Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly

Gemini 3 Flash Preview (batch)
Which Should You Choose?
Our recommendation:
Gemini 3 Flash Preview (batch)

Gemini 3 Flash Preview (batch) clearly outperforms Nemotron 3 Ultra with a significant 48.400000000000006-point lead. For most general use cases, Gemini 3 Flash Preview (batch) is the stronger choice. However, Nemotron 3 Ultra may still excel in niche scenarios.

by Google

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 42% lower pricing; better value at scale
  • Choose for Reliability - Higher uptime and faster response speeds
  • Choose for Prototyping - Stronger community support and better developer experience
  • Choose for Production - Wider enterprise adoption and proven at scale

by NVIDIA

Consider for specialized use cases.

Capability Comparison
CapabilityGemini 3 Flash Preview (batch)Nemotron 3 Ultra
Vision (Image Input)differs
Function Calling
Streaming
JSON Mode
Reasoning
Web Searchdiffers
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Gemini 3 Flash Preview (batch)

Google

Best Value
$2.25
estimated monthly cost

Nemotron 3 Ultra

NVIDIA

$3.96
estimated monthly cost

Gemini 3 Flash Preview (batch) saves you $1.71/month

That's 43% cheaper than Nemotron 3 Ultra at 1,000 tokens/request and 100 requests/day.

Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.

Parameters & Context
ParameterGemini 3 Flash Preview (batch)Nemotron 3 Ultra
Context Window1.0M262K
Max Output Tokens65,536182,520
Open SourceNoYes
CreatedDec 17, 2025Jun 4, 2026
Last updated: 2m ago

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