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Proprietary model

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Released October 2025

Claude 4.5 Haiku (Reasoning) API Provider Benchmarking & Analysis

Model Comparison

This analysis is intended to support you in choosing the best API provider of Claude 4.5 Haiku (Reasoning) for your use-case.

Fastest

#1
AmazonAmazon
112.6 t/s
#2
Google VertexGoogle Vertex
106.5 t/s
#3
AzureAzure
94.9 t/s
#4
AnthropicAnthropic
92.2 t/s

Output speed

Total 4 providers

Lowest Latency

#1
Google VertexGoogle Vertex
15.18 s
#2
AmazonAmazon
16.09 s
#3
AzureAzure
18.39 s
#4
AnthropicAnthropic
18.95 s

Time to first answer token

Total 4 providers

Lowest Price

#1
AmazonAmazon
$0.77
#2
Google VertexGoogle Vertex
$0.77
#3
AnthropicAnthropic
$0.77
#4
AzureAzure
$0.77

Blended price (per 1M tokens)

Total 4 providers

Claude 4.5 Haiku is available through 4 API providers, each offering different performance characteristics and pricing. Below is a comparison of the key metrics across providers.

  • For output speed, the top providers are Amazon (112.6 t/s), Google Vertex (106.5 t/s), and Azure (94.9 t/s).
  • For latency, Google Vertex (15.18s), Amazon (16.09s), and Azure (18.39s) offer the lowest time to first answer token.
  • For pricing, Amazon (0.77), Google Vertex (0.77), and Anthropic (0.77) offer the lowest blended prices per 1M tokens.
  • Amazon provides an excellent balance of speed and cost-effectiveness. For the lowest latency, Google Vertex is the best choice.

Highlights

Output tokens per second · Higher is better
Seconds to first answer token received · Lower is better
USD per 1M tokens (blended) · Lower is better

Update: Default performance benchmarking workload has updated to 10k input tokens to better reflect production use cases. You can still select different workloads above.

Pricing

Pricing: Cache Hit, Input, and Output

Price (USD per M Tokens) · Lower is better · 10,000 input tokens

Pricing: Blended Price

Blended at 7:2:1 (cache-input-output) · USD per 1M tokens (blended) · Lower is better

Pricing: Cache Discount

1 - (cache hit price / input price) · Higher is better

Output Speed vs. Price

Blended at 7:2:1 (cache-input-output) · Output speed: output tokens per second · USD per 1M tokens (blended)
Most attractive quadrant

Speed

Measured by Output Speed (tokens per second)

Output Speed: Claude 4.5 Haiku (Reasoning)

Output speed: output tokens per second · 10,000 input tokens

Latency vs. Output Speed

Latency: seconds to first token received · Output speed: output tokens per second · 10,000 input tokens
Most attractive quadrant
Pareto line

Latency

Measured by Time (seconds) to First Token

Time to First Answer Token

Seconds to first token received · Lower is better · 10,000 input tokens

End-to-End Response Time

Seconds to output 500 tokens, calculated based on time to first token, 'thinking' time for reasoning models, and output speed

End-to-End Response Time

Seconds to output 500 tokens, including reasoning model 'thinking' time · Lower is better · 10,000 input tokens

Key Comparison Metrics & API Features

Amazon Bedrock logoAmazon Bedrock
200k
Proprietary
$0.20
113
16.09
20.53
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Google logoGoogle
200k
Proprietary
$0.24
107
15.18
19.87
--
Anthropic logoAnthropic
200k
Proprietary
$0.21
92
18.95
24.37
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Microsoft Azure logoMicrosoft Azure
200k
Proprietary
$0.22
95
18.39
23.66
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Frequently Asked Questions

Common questions about Claude 4.5 Haiku (Reasoning) providers