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Nova 2 Lite vs Phi 4

Nova 2 Lite

Amazon

61#207
vs
Phi 4

Microsoft

60#208
Signal-by-Signal Comparison
SignalNova 2 LiteDeltaPhi 4
Capabilities
67
+33
33
Benchmarks
58
-6
65
Pricing
98
-2
100
Context window size
95
+28
67
Recency
88
+59
28
Output Capacity
80
+10
70
Overall Result
4 wins
of 6
2 wins
Nova 2 Lite wins 4 of 6 signals

Score History

Score History (25 data points)
Nova 2 LitePhi 4
Nova 2 Lite

60.5

current score

Leader

Nova 2 Lite

right now

Phi 4

60.2

current score

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

Nova 2 Lite

Amazon

Per request$0.001550
Daily$5.17
Monthly$155.00
Annual$1860.00

Phi 4

Microsoft

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

Phi 4 saves you $141.00/month

That's $1692.00/year compared to Nova 2 Lite at your current usage level of 100K calls/month.

91% cheaper
Choose Phi 4 for cost optimization

Nova 2 Lite pricing:
Input:$0.30/M tokens
Output:$2.50/M tokens
Phi 4 pricing:
Input:$0.07/M tokens
Output:$0.14/M tokens
Winner
Nova 2 Lite

Amazon

61

Composite Score

Phi 4

Microsoft

60

Composite Score

Signal-by-Signal Comparison
MetricNova 2 LitePhi 4Winner
Overall Score
61
60
Nova 2 Lite
Rank#207#208
Nova 2 Lite
Quality Rank#207#208
Nova 2 Lite
Adoption Rank#207#208
Nova 2 Lite
Parameters------
Context Window1000K16K
Nova 2 Lite
Pricing$0.30/$2.50/M$0.07/$0.14/M--
Signal Scores
Capabilities
67
33
Nova 2 Lite
Benchmarks
58
65
Phi 4
Pricing
98
100
Phi 4
Context window size
95
67
Nova 2 Lite
Recency
88
28
Nova 2 Lite
Output Capacity
80
70
Nova 2 Lite
Benchmark Head-to-Head(11 benchmarks)
Nova 2: 1Phi 4: 0
Nova 2
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
13371256
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.

Nova 2 LiteCompetitive

Scores 61/100 (rank #207), placing it in the top 29% 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

With only a 0-point gap, these models are in the same performance tier. The practical difference in output quality is minimal - your choice should depend on pricing, latency requirements, and specific feature needs.

When to Use Each Model

Choose Nova 2 Lite when you need:

  • Processing long documents or large codebases (1000K token context)
  • Multimodal workflows that require image understanding
  • Agentic applications using tool/function calling
  • Step-by-step reasoning and chain-of-thought problem solving

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
Nova 2 Lite
Input cost$0.30/M tokens
Output cost$2.50/M tokens
Cost per quality point$0.046
Est. monthly (1M tokens/day)$42.00
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 93% better value per quality point. At 1M tokens/day, you'd spend $3.15/month with Phi 4 vs $42.00/month with Nova 2 Lite - a $38.85 monthly difference.

Latency & Speed
Nova 2 LiteFaster
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

Nova 2 Lite

Customer support chatbot

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

Nova 2 Lite

Long document analysis

Larger context window (1000K tokens) can process longer documents, contracts, and research papers in a single pass

Nova 2 Lite

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 (61/100) correlates with better nuance, coherence, and style in long-form content

Nova 2 Lite

Image understanding & OCR

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

Nova 2 Lite
Which Should You Choose?
Our recommendation:
Nova 2 Lite

Nova 2 Lite and Phi 4 are extremely close in overall performance (only 0.29999999999999716 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.

Nova 2 Lite
Recommended

by Amazon

  • 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

by Microsoft

  • Choose for Cost - 93% lower pricing; better value at scale
Capability Comparison
CapabilityNova 2 LitePhi 4
Vision (Image Input)differs
Function Callingdiffers
Streaming
JSON Modediffers
Reasoningdiffers
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Nova 2 Lite

Amazon

$3.54
estimated monthly cost

Phi 4

Microsoft

Best Value
$0.2940
estimated monthly cost

Phi 4 saves you $3.25/month

That's 92% cheaper than Nova 2 Lite 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
ParameterNova 2 LitePhi 4
Context Window1M16K
Max Output Tokens65,53516,384
Open SourceNoYes
CreatedDec 2, 2025Jan 10, 2025
Last updated: 34m ago

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