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Claude Haiku 4.5 (batch) vs Nova Pro 1.0

vs
Nova Pro 1.0

Amazon

40#356
Signal-by-Signal Comparison
SignalClaude Haiku 4.5 (batch)DeltaNova Pro 1.0
Capabilities
100
+50
50
Benchmarks
72
+72
0
Pricing
98
+1
97
Context window size
84
-3
87
Recency
79
+57
22
Output Capacity
80
+18
62
Overall Result
5 wins
of 6
1 wins
Claude Haiku 4.5 (batch) wins 5 of 6 signals

Score History

Score History (25 data points)
Claude Haiku 4.5 (batch)Nova Pro 1.0
Claude Haiku 4.5 (batch)

69.5

current score

Leader

Claude Haiku 4.5 (batch)

right now

Nova Pro 1.0

40

current score

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

Claude Haiku 4.5 (batch)

Anthropic

Best Value
Per request$0.001750
Daily$5.83
Monthly$175.00
Annual$2100.00

Nova Pro 1.0

Amazon

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

Claude Haiku 4.5 (batch) saves you $65.00/month

That's $780.00/year compared to Nova Pro 1.0 at your current usage level of 100K calls/month.

27% cheaper
Choose Claude Haiku 4.5 (batch) for cost optimization

Claude Haiku 4.5 (batch) pricing:
Input:$0.50/M tokens
Output:$2.50/M tokens
Nova Pro 1.0 pricing:
Input:$0.80/M tokens
Output:$3.20/M tokens
Winner
Claude Haiku 4.5 (batch)

Anthropic

70

Composite Score

Nova Pro 1.0

Amazon

40

Composite Score

Signal-by-Signal Comparison
MetricClaude Haiku 4.5 (batch)Nova Pro 1.0Winner
Overall Score
70
40
Claude Haiku 4.5 (batch)
Rank#162#356
Claude Haiku 4.5 (batch)
Quality Rank#162#356
Claude Haiku 4.5 (batch)
Adoption Rank#162#356
Claude Haiku 4.5 (batch)
Parameters------
Context Window200K300K
Nova Pro 1.0
Pricing$0.50/$2.50/M$0.80/$3.20/M--
Signal Scores
Capabilities
100
50
Claude Haiku 4.5 (batch)
Benchmarks
72
--
Claude Haiku 4.5 (batch)
Pricing
98
97
Claude Haiku 4.5 (batch)
Context window size
84
87
Nova Pro 1.0
Recency
79
22
Claude Haiku 4.5 (batch)
Output Capacity
80
62
Claude Haiku 4.5 (batch)
Benchmark Head-to-Head(9 benchmarks)
Claude Haiku: 0Nova Pro: 0
Claude Haiku
Nova Pro
Normalized 0-100%
MMLU
84.5%-
MMLU-Pro
68%-
GPQA Diamond
52%-
MATH-500
72.5%-
HumanEval
89.8%-
SWE-bench Verified
66.6%-
IFEval
84%-
BBH
78.5%-
Arena Elo
1240-
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.

Claude Haiku 4.5 (batch)Competitive

Scores 70/100 (rank #162), placing it in the top 44% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Nova Pro 1.0Entry Level

Scores 40/100 (rank #356), placing it in the top -22% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

Claude Haiku 4.5 (batch) has a 30-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose Claude Haiku 4.5 (batch) when you need:

  • Step-by-step reasoning and chain-of-thought problem solving

Choose Nova Pro 1.0 when you need:

  • Budget-friendly applications with moderate quality requirements
Cost-Performance Analysis
Claude Haiku 4.5 (batch)Best Value
Input cost$0.50/M tokens
Output cost$2.50/M tokens
Cost per quality point$0.043
Est. monthly (1M tokens/day)$45.00
Nova Pro 1.0
Input cost$0.80/M tokens
Output cost$3.20/M tokens
Cost per quality point$0.100
Est. monthly (1M tokens/day)$60.00

Claude Haiku 4.5 (batch) offers 25% better value per quality point. At 1M tokens/day, you'd spend $45.00/month with Claude Haiku 4.5 (batch) vs $60.00/month with Nova Pro 1.0 - a $15.00 monthly difference.

Latency & Speed
Claude Haiku 4.5 (batch)Faster
Speed score0/100
Nova Pro 1.0
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

Claude Haiku 4.5 (batch)

Customer support chatbot

Suitable for user-facing chat with competitive response times. Claude Haiku 4.5 (batch) also offers lower per-token costs for high-volume support

Claude Haiku 4.5 (batch)

Long document analysis

Larger context window (300K tokens) can process longer documents, contracts, and research papers in a single pass

Nova Pro 1.0

Batch data extraction

Lower output pricing ($2.50/M) reduces costs when processing thousands of records daily

Claude Haiku 4.5 (batch)

Creative writing & content

Higher overall composite score (70/100) correlates with better nuance, coherence, and style in long-form content

Claude Haiku 4.5 (batch)

Image understanding & OCR

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

Claude Haiku 4.5 (batch)
Which Should You Choose?
Our recommendation:
Claude Haiku 4.5 (batch)

Claude Haiku 4.5 (batch) clearly outperforms Nova Pro 1.0 with a significant 29.5-point lead. For most general use cases, Claude Haiku 4.5 (batch) is the stronger choice. However, Nova Pro 1.0 may still excel in niche scenarios.

by Anthropic

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 25% 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 Amazon

Consider for specialized use cases.

Capability Comparison
CapabilityClaude Haiku 4.5 (batch)Nova Pro 1.0
Vision (Image Input)
Function Calling
Streaming
JSON Modediffers
Reasoningdiffers
Web Searchdiffers
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Claude Haiku 4.5 (batch)

Anthropic

Best Value
$3.90
estimated monthly cost

Nova Pro 1.0

Amazon

$5.28
estimated monthly cost

Claude Haiku 4.5 (batch) saves you $1.38/month

That's 26% cheaper than Nova Pro 1.0 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
ParameterClaude Haiku 4.5 (batch)Nova Pro 1.0
Context Window200K300K
Max Output Tokens64,0005,120
Open SourceNoNo
CreatedOct 15, 2025Dec 5, 2024
Last updated: 19m ago

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