Gemini 1.5 Pro (May): API Provider Performance Benchmarking & Price Analysis

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Gemini 1.5 Pro (May): API Provider Performance Benchmarking & Price Analysis | Artificial Analysis

Summary Analysis

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Context Window: Gemini 1.5 Pro (May) Providers

Context Window: Tokens Limit; Higher is better

No data available

Context window: Maximum number of combined input & output tokens. Output tokens commonly have a significantly lower limit (varied by model).

Variance between providers: While models have their own context window, in cases this is limited by providers.

Pricing

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Pricing: Input and Output Prices: Gemini 1.5 Pro (May) Providers

USD per 1M Tokens; Lower is better

Input price

Output price

Input Price: Price per token included in the request/message sent to the API, represented as USD per million Tokens.

Output Price: Price per token generated by the model (received from the API), represented as USD per million Tokens.

Speed

Measured by Output Speed (tokens per second)

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Output Speed: Gemini 1.5 Pro (May) Providers

Output Tokens per Second; Higher is better

No data available

Output Speed: Tokens per second received while the model is generating tokens (ie. after first chunk has been received from the API for models which support streaming).

Median: Figures represent median (P50) measurement over the past 72 hours to reflect sustained changes in performance.

Output Speed Variance: Gemini 1.5 Pro (May) Providers

Output Tokens per Second; Results by percentile; Higher is better; 1,000 Input Tokens

Median; other points represent Min, 25th, 75th percentiles and Max respectively

Output Speed: Tokens per second received while the model is generating tokens (ie. after first chunk has been received from the API for models which support streaming).

Boxplot: Shows variance of measurements

Output Speed by Input Token Count (Context Length): Gemini 1.5 Pro (May) Providers

Output Tokens per Second; Higher is better

Input Tokens Length: Length of tokens provided in the request. See Prompt Options above to see benchmarks of different input prompt lengths across other charts.

Output Speed: Tokens per second received while the model is generating tokens (ie. after first chunk has been received from the API for models which support streaming).

Median: Figures represent median (P50) measurement over the past 72 hours to reflect sustained changes in performance.

Latency

Measured by Time (seconds) to First Token

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Time to First Token: Gemini 1.5 Pro (May) Providers

Seconds to First Token Received; Lower is better

No data available

Latency (Time to First Token): Time to first token received, in seconds, after API request sent. For reasoning models which share reasoning tokens, this will be the first reasoning token. For models which do not support streaming, this represents time to receive the completion.

Median: Figures represent median (P50) measurement over the past 72 hours to reflect sustained changes in performance.

Time to First Token Variance: Gemini 1.5 Pro (May) Providers

Seconds to First Token Received; Results by percentile; Lower median is better; 1,000 Input Tokens

Median; other points represent Min, 25th, 75th percentiles and Max respectively

Boxplot: Shows variance of measurements

Latency by Input Token Count (Context Length): Gemini 1.5 Pro (May) Providers

Seconds to First Token Received; Lower is better

Input Tokens Length: Length of tokens provided in the request. See Prompt Options above to see benchmarks of different input prompt lengths across other charts.

Median: Figures represent median (P50) measurement over the past 72 hours to reflect sustained changes in performance.

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

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End-to-End Response Time: Gemini 1.5 Pro (May) Providers

Seconds to Output 500 Tokens, including reasoning model 'thinking' time; Lower is better; 1,000 Input Tokens

'Thinking' time (reasoning models)

Input processing time

Outputting time

End-to-End Response Time: Seconds to receive a 500 token response. Key components:

Input time: Time to receive the first response token
Thinking time (only for reasoning models): Time reasoning models spend outputting tokens to reason prior to providing an answer. Amount of tokens based on the average reasoning tokens across a diverse set of 60 prompts (methodology details).
Answer time: Time to generate 500 output tokens, based on output speed

Standardized Reasoning Tokens: For fair comparison, the number of reasoning tokens is standardized across all providers for each model based on the model's representative query token counts.

Median: Figures represent median (P50) measurement over the past 72 hours to reflect sustained changes in performance.

End-to-End Response Time by Input Token Count (Context Length): Gemini 1.5 Pro (May) Providers

Seconds to Output 500 Tokens, including reasoning model 'thinking' time; Lower is better

Input Tokens Length: Length of tokens provided in the request. See Prompt Options above to see benchmarks of different input prompt lengths across other charts.

End-to-End Response Time: Seconds to receive a 500 token response considering input processing time, 'thinking' time of reasoning models, and output speed.

Median: Figures represent median (P50) measurement over the past 72 hours to reflect sustained changes in performance.

API Features

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Function (Tool) Calling & JSON Mode: Gemini 1.5 Pro (May) Providers

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Function (Tool) Calling: Indicates whether the provider supports function calling in their API. Function calling is also known as 'Tool Calling'.

JSON Mode: Indicates whether the provider supports JSON mode in their API. When JSON mode is enabled, the models will always return a valid JSON object.

		Features	Model Intelligence	Price	Output tokens/s	Latency	End-to-End Response Time

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Gemini 1.5 Pro (May): API Provider Benchmarking & Analysis

Highlights

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Summary Analysis

Context Window: Gemini 1.5 Pro (May) Providers

Pricing

Pricing: Input and Output Prices: Gemini 1.5 Pro (May) Providers

Speed

Output Speed: Gemini 1.5 Pro (May) Providers

Output Speed Variance: Gemini 1.5 Pro (May) Providers

Output Speed by Input Token Count (Context Length): Gemini 1.5 Pro (May) Providers

Latency

Time to First Token: Gemini 1.5 Pro (May) Providers

Time to First Token Variance: Gemini 1.5 Pro (May) Providers

Latency by Input Token Count (Context Length): Gemini 1.5 Pro (May) Providers

End-to-End Response Time

End-to-End Response Time: Gemini 1.5 Pro (May) Providers

End-to-End Response Time by Input Token Count (Context Length): Gemini 1.5 Pro (May) Providers

API Features

Function (Tool) Calling & JSON Mode: Gemini 1.5 Pro (May) Providers

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Summary Table of Key Comparison Metrics