Claude 4.5 Haiku (Reasoning) vs Nova 2.0 Lite (medium): The Ultimate Performance & Pricing Comparison

Deep dive into reasoning, benchmarks, and latency insights.

The Final Verdict in the Claude 4.5 Haiku (Reasoning) vs Nova 2.0 Lite (medium) Showdown

After a comprehensive analysis, Claude 4.5 Haiku (Reasoning) emerges as the superior choice for users prioritizing raw intelligence and reasoning. However, Nova 2.0 Lite (medium) remains a highly competitive option, especially for scenarios demanding faster response times and cost-efficiency. This detailed Claude 4.5 Haiku (Reasoning) vs Nova 2.0 Lite (medium) comparison will break down every critical metric to help you make the best decision.

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Model Snapshot

Key decision metrics at a glance.

Claude 4.5 Haiku (Reasoning)

Anthropic

Reasoning: 8
Coding: 3
Multimodal: 3
Long Context: 5
Blended Price / 1M tokens: $0.002
P95 Latency: 1000ms
Tokens per second: 103.774tokens/sec

Nova 2.0 Lite (medium)

Other

Reasoning: 9
Coding: 2
Multimodal: 2
Long Context: 4
Blended Price / 1M tokens: $0.001
P95 Latency: 1000ms
Tokens per second: 235.765tokens/sec

Overall Capabilities

The capability radar provides a holistic view of the Claude 4.5 Haiku (Reasoning) vs Nova 2.0 Lite (medium) matchup. This chart illustrates each model's strengths and weaknesses at a glance, forming a cornerstone of our Claude 4.5 Haiku (Reasoning) vs Nova 2.0 Lite (medium) analysis.

This radar chart visually maps the core capabilities (reasoning, coding, math proxy, multimodal, long context) of `Claude 4.5 Haiku (Reasoning)` vs `Nova 2.0 Lite (medium)`.

Benchmark Breakdown

For a granular look, this chart directly compares scores across standardized benchmarks. In the critical MMLU Pro test, a key part of the Claude 4.5 Haiku (Reasoning) vs Nova 2.0 Lite (medium) debate, Claude 4.5 Haiku (Reasoning) scores 80 against Nova 2.0 Lite (medium)'s 90. This data-driven approach is essential for any serious Claude 4.5 Haiku (Reasoning) vs Nova 2.0 Lite (medium) comparison.

This grouped bar chart provides a side-by-side comparison for each benchmark metric.

Speed & Latency

Speed is a crucial factor in the Claude 4.5 Haiku (Reasoning) vs Nova 2.0 Lite (medium) decision for interactive applications. The metrics below highlight the trade-offs you should weigh before shipping to production.

Time to First Token

Claude 4.5 Haiku (Reasoning)300ms

Nova 2.0 Lite (medium)300ms

Tokens per Second

Claude 4.5 Haiku (Reasoning)103.774

Nova 2.0 Lite (medium)235.765

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The Economics of Claude 4.5 Haiku (Reasoning) vs Nova 2.0 Lite (medium)

Power is only one part of the equation. This Claude 4.5 Haiku (Reasoning) vs Nova 2.0 Lite (medium) pricing analysis gives you a true sense of value.

Pricing Breakdown

Compare input and output pricing at a glance.

Real-World Cost Scenario

To process 1M input tokens and generate 250k output tokens, Claude 4.5 Haiku (Reasoning) would cost $0.002, whereas Nova 2.0 Lite (medium) would cost $0.001. This practical calculation is vital for any developer considering the Claude 4.5 Haiku (Reasoning) vs Nova 2.0 Lite (medium) choice.

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Which Model Wins the Claude 4.5 Haiku (Reasoning) vs Nova 2.0 Lite (medium) Battle for You?

Choose Claude 4.5 Haiku (Reasoning) if...

Your top priority is raw performance and capability.

Cost is a secondary concern to power in your Claude 4.5 Haiku (Reasoning) vs Nova 2.0 Lite (medium) decision.

You need the most advanced reasoning capabilities available.

Choose Nova 2.0 Lite (medium) if...

You need a highly responsive model for user-facing applications.

Your budget is a primary consideration in the Claude 4.5 Haiku (Reasoning) vs Nova 2.0 Lite (medium) choice.

You are developing at scale where operational costs are critical.

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Your Questions about the Claude 4.5 Haiku (Reasoning) vs Nova 2.0 Lite (medium) Comparison

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Data source: https://artificialanalysis.ai/