This model is deprecated. We only continue performance benchmarking for the default 10k input token workload. Results for other workloads are historical and no longer updated.

Z AI has launched a newer model, GLM-5. We suggest considering it instead.

For more information, see comparison of GLM-5 to other models and API provider benchmarks for GLM-5.

GLM-4.7

Open weights model

Released December 2025

GLM-4.7 (Reasoning) API Provider Benchmarking & Analysis

Model Comparison

This analysis is intended to support you in choosing the best API provider of GLM-4.7 (Reasoning) for your use-case.

Fastest

#1
BasetenBaseten
220.3 t/s
#2
GoogleGoogle
191.5 t/s
#3
AmazonAmazon
104.2 t/s
#4
NovitaNovita
40.3 t/s
#5
DeepInfra (FP4)DeepInfra (FP4)
17.6 t/s

Output speed

Total 6 providers

Lowest Latency

#1
BasetenBaseten
9.65 s
#2
GoogleGoogle
11.11 s
#3
AmazonAmazon
20.62 s
#4
NovitaNovita
53.52 s
#5
DeepInfra (FP4)DeepInfra (FP4)
115.22 s

Time to first answer token

Total 6 providers

Lowest Price

#1
DeepInfra (FP4)DeepInfra (FP4)
$0.31
#2
BasetenBaseten
$0.42
#3
Together AITogether AI
$0.60
#4
NovitaNovita
$0.76
#5
AmazonAmazon
$0.76

Blended price (per 1M tokens)

Total 6 providers

GLM-4.7 is available through 6 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 Baseten (220.3 t/s), Google (191.5 t/s), and Amazon (104.2 t/s). Speed varies significantly across providers, with a 1150% difference between the fastest and slowest.
  • For latency, Baseten (9.65s), Google (11.11s), and Amazon (20.62s) offer the lowest time to first answer token.
  • For pricing, DeepInfra (FP4) (0.31), Baseten (0.42), and Together AI (0.60) offer the lowest blended prices per 1M tokens. Prices vary up to 2.4x across providers.
  • Baseten offers the best performance with both the highest speed and lowest latency. For cost optimization, DeepInfra (FP4) provides the most competitive pricing.

Highlights

Output tokens per second · Higher is better
Seconds · Lower is better
USD per 1M tokens (blended) · Lower is better

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
Pareto line

Speed

Measured by Output Speed (tokens per second)

Output Speed: GLM-4.7 (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

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

Novita logoNovita
205k
Open
--
33
3.83
79.12
60.24
Baseten logoBaseten
200k
Open
--
202
0.68
13.09
9.92
DeepInfra logoDeepInfra
203k
Open
--
15
1.74
167.48
132.59
Amazon Bedrock logoAmazon Bedrock
200k
Open
--
82
1.45
31.83
24.30
Together AI logoTogether AI
203k
Open
--
--
--
--
--
Google logoGoogle
200k
Open
--
144
0.69
18.11
13.93

Frequently Asked Questions

Common questions about GLM-4.7 (Reasoning) providers