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Claude Haiku 4.5 vs Nova Pro 1.0

Claude Haiku 4.5

Anthropic

70#166
vs
Nova Pro 1.0

Amazon

40#400
Signal-by-Signal Comparison
SignalClaude Haiku 4.5DeltaNova Pro 1.0
Capabilities
100
+50
50
Benchmarks
73
+73
0
Pricing
95
-2
97
Context window size
84
-3
87
Recency
71
+57
14
Output Capacity
77
+18
59
Overall Result
4 wins
of 6
2 wins
Claude Haiku 4.5 wins 4 of 6 signals

Score History

Score History (32 data points)
Claude Haiku 4.5Nova Pro 1.0
Claude Haiku 4.5

69.9

current score

Leader

Claude Haiku 4.5

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

Anthropic

Per request$0.003500
Daily$11.67
Monthly$350.00
Annual$4200.00

Nova Pro 1.0

Amazon

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

Nova Pro 1.0 saves you $110.00/month

That's $1320.00/year compared to Claude Haiku 4.5 at your current usage level of 100K calls/month.

31% cheaper
Choose Nova Pro 1.0 for cost optimization

Claude Haiku 4.5 pricing:
Input:$1.00/M tokens
Output:$5.00/M tokens
Nova Pro 1.0 pricing:
Input:$0.80/M tokens
Output:$3.20/M tokens
Winner
Claude Haiku 4.5

Anthropic

70

Composite Score

Nova Pro 1.0

Amazon

40

Composite Score

Signal-by-Signal Comparison
MetricClaude Haiku 4.5Nova Pro 1.0Winner
Overall Score
70
40
Claude Haiku 4.5
Rank#166#400
Claude Haiku 4.5
Quality Rank#166#400
Claude Haiku 4.5
Adoption Rank#166#400
Claude Haiku 4.5
Parameters------
Context Window200K300K
Nova Pro 1.0
Pricing$1.00/$5.00/M$0.80/$3.20/M--
Signal Scores
Capabilities
100
50
Claude Haiku 4.5
Benchmarks
73
--
Claude Haiku 4.5
Pricing
95
97
Nova Pro 1.0
Context window size
84
87
Nova Pro 1.0
Recency
71
14
Claude Haiku 4.5
Output Capacity
77
59
Claude Haiku 4.5
Benchmark Head-to-Head(8 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%-
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 4.5Competitive

Scores 70/100 (rank #166), placing it in the top 43% of all 290 models tracked.

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

Scores 40/100 (rank #400), placing it in the top -38% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

Claude Haiku 4.5 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 when you need:

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

Choose Nova Pro 1.0 when you need:

  • High-volume production workloads where API costs must be minimized
Cost-Performance Analysis
Claude Haiku 4.5Best Value
Input cost$1.00/M tokens
Output cost$5.00/M tokens
Cost per quality point$0.086
Est. monthly (1M tokens/day)$90.00
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 offers 33% better value per quality point. At 1M tokens/day, you'd spend $60.00/month with Nova Pro 1.0 vs $90.00/month with Claude Haiku 4.5 - a $30.00 monthly difference.

Latency & Speed
Claude Haiku 4.5Faster
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

Customer support chatbot

Suitable for user-facing chat with competitive response times. Nova Pro 1.0 also offers lower per-token costs for high-volume support

Claude Haiku 4.5

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 ($3.20/M) reduces costs when processing thousands of records daily

Nova Pro 1.0

Creative writing & content

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

Claude Haiku 4.5

Image understanding & OCR

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

Claude Haiku 4.5
Which Should You Choose?
Our recommendation:
Claude Haiku 4.5

Claude Haiku 4.5 clearly outperforms Nova Pro 1.0 with a significant 29.900000000000006-point lead. For most general use cases, Claude Haiku 4.5 is the stronger choice. However, Nova Pro 1.0 may still excel in niche scenarios.

Claude Haiku 4.5
Recommended

by Anthropic

  • 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 Amazon

  • Choose for Cost - 33% lower pricing; better value at scale
Capability Comparison
CapabilityClaude Haiku 4.5Nova 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

Anthropic

$7.80
estimated monthly cost

Nova Pro 1.0

Amazon

Best Value
$5.28
estimated monthly cost

Nova Pro 1.0 saves you $2.52/month

That's 32% cheaper than Claude Haiku 4.5 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 4.5Nova Pro 1.0
Context Window200K300K
Max Output Tokens64,0005,120
Open SourceNoNo
CreatedOct 15, 2025Dec 5, 2024
Last updated: 53m ago

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