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Nemotron 3 Ultra vs Phi 4

Nemotron 3 Ultra

NVIDIA

40#256
vs
Phi 4

Microsoft

60#208
Signal-by-Signal Comparison
SignalNemotron 3 UltraDeltaPhi 4
Capabilities
67
+33
33
Pricing
96
-3
100
Context window size
91
+24
67
Recency
100
+72
28
Output Capacity
20
-50
70
Benchmarks
0
-65
65
Overall Result
3 wins
of 6
3 wins
It's a tie - both models win 3 signals each

Score History

Score History (25 data points)
Nemotron 3 UltraPhi 4
Nemotron 3 Ultra

40

current score

Leader

Phi 4

right now

Phi 4

60.2

current score

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

Nemotron 3 Ultra

NVIDIA

Per request$0.002400
Daily$8.00
Monthly$240.00
Annual$2880.00

Phi 4

Microsoft

Best Value
Per request$0.000140
Daily$0.47
Monthly$14.00
Annual$168.00

Phi 4 saves you $226.00/month

That's $2712.00/year compared to Nemotron 3 Ultra at your current usage level of 100K calls/month.

94% cheaper
Choose Phi 4 for cost optimization

Nemotron 3 Ultra pricing:
Input:$0.60/M tokens
Output:$3.60/M tokens
Phi 4 pricing:
Input:$0.07/M tokens
Output:$0.14/M tokens
Nemotron 3 Ultra

NVIDIA

40

Composite Score

Winner
Phi 4

Microsoft

60

Composite Score

Signal-by-Signal Comparison
MetricNemotron 3 UltraPhi 4Winner
Overall Score
40
60
Phi 4
Rank#256#208
Phi 4
Quality Rank#256#208
Phi 4
Adoption Rank#256#208
Phi 4
Parameters550B----
Context Window512K16K
Nemotron 3 Ultra
Pricing$0.60/$3.60/M$0.07/$0.14/M--
Signal Scores
Capabilities
67
33
Nemotron 3 Ultra
Pricing
96
100
Phi 4
Context window size
91
67
Nemotron 3 Ultra
Recency
100
28
Nemotron 3 Ultra
Output Capacity
20
70
Phi 4
Benchmarks--
65
Phi 4
Benchmark Head-to-Head(11 benchmarks)
Nemotron 3: 0Phi 4: 0
Nemotron 3
Phi 4
Normalized 0-100%
MMLU
-84.8%
MMLU-Pro
-70.5%
GPQA Diamond
-56.1%
MATH-500
-80.4%
HumanEval
-82.6%
IFEval
-80.1%
BBH
-78%
ARC-Challenge
-95.5%
Arena Elo
-1256
LiveBench
-35.7%
BigCodeBench
-45.5%
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.

Nemotron 3 UltraEntry Level

Scores 40/100 (rank #256), placing it in the top 12% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Phi 4Competitive

Scores 60/100 (rank #208), placing it in the top 29% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

Phi 4 has a 20-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose Nemotron 3 Ultra when you need:

  • Processing long documents or large codebases (512K token context)
  • Agentic applications using tool/function calling
  • Step-by-step reasoning and chain-of-thought problem solving
  • Self-hosted deployments where you need full control over the model

Choose Phi 4 when you need:

  • High-volume production workloads where API costs must be minimized
  • Self-hosted deployments where you need full control over the model
Cost-Performance Analysis
Nemotron 3 Ultra
Input cost$0.60/M tokens
Output cost$3.60/M tokens
Cost per quality point$0.105
Est. monthly (1M tokens/day)$63.00
Phi 4Best Value
Input cost$0.07/M tokens
Output cost$0.14/M tokens
Cost per quality point$0.003
Est. monthly (1M tokens/day)$3.15

Phi 4 offers 95% better value per quality point. At 1M tokens/day, you'd spend $3.15/month with Phi 4 vs $63.00/month with Nemotron 3 Ultra - a $59.85 monthly difference.

Latency & Speed
Nemotron 3 UltraFaster
Speed score0/100
Phi 4
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

Nemotron 3 Ultra

Customer support chatbot

Suitable for user-facing chat with competitive response times. Phi 4 also offers lower per-token costs for high-volume support

Nemotron 3 Ultra

Long document analysis

Larger context window (512K tokens) can process longer documents, contracts, and research papers in a single pass

Nemotron 3 Ultra

Batch data extraction

Lower output pricing ($0.14/M) reduces costs when processing thousands of records daily

Phi 4

Creative writing & content

Higher overall composite score (60/100) correlates with better nuance, coherence, and style in long-form content

Phi 4
Which Should You Choose?
Our recommendation:
Phi 4

Phi 4 clearly outperforms Nemotron 3 Ultra with a significant 20.200000000000003-point lead. For most general use cases, Phi 4 is the stronger choice. However, Nemotron 3 Ultra may still excel in niche scenarios.

by NVIDIA

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • 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
Phi 4
Recommended

by Microsoft

  • Choose for Cost - 95% lower pricing; better value at scale
Capability Comparison
CapabilityNemotron 3 UltraPhi 4
Vision (Image Input)
Function Callingdiffers
Streaming
JSON Mode
Reasoningdiffers
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Nemotron 3 Ultra

NVIDIA

$5.40
estimated monthly cost

Phi 4

Microsoft

Best Value
$0.2940
estimated monthly cost

Phi 4 saves you $5.11/month

That's 95% 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
ParameterNemotron 3 UltraPhi 4
Context Window512K16K
Max Output Tokens--16,384
Open SourceYesYes
CreatedJun 4, 2026Jan 10, 2025
Last updated: 52m ago

相关对比

Nemotron 3 Ultra vs Phi 4 (2026) | LM Market Cap