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Open weights model

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Released August 2026

GLM-5.3-Flash API Provider Benchmarking & Analysis

Model Comparison

This analysis is intended to support you in choosing the best API provider of GLM-5.3-Flash for your use-case.

Fastest

#1
Inco (FAST)Inco (FAST)
467.4 t/s
#2
NebiusNebius
309.1 t/s
#3
DatabricksDatabricks
237.2 t/s
#4
FireworksFireworks
184.5 t/s
#5
ParasailParasail
165.3 t/s

Output speed

Total 17 providers

Lowest Latency

#1
NebiusNebius
7.00 s
#2
Inco (FAST)Inco (FAST)
8.07 s
#3
DatabricksDatabricks
9.12 s
#4
FireworksFireworks
12.16 s
#5
ParasailParasail
13.40 s

Time to first answer token

Total 17 providers

Lowest Price

#1
NovitaNovita
$0.05
#2
GMIGMI
$0.05
#3
Bitdeer AIBitdeer AI
$0.05
#4
MakoraMakora
$0.09
#5
ZaiZai
$0.10

Blended price (per 1M tokens)

Total 17 providers

GLM-5.3-Flash is available through 17 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 Inco (FAST) (467.4 t/s), Nebius (309.1 t/s), and Databricks (237.2 t/s). Speed varies significantly across providers, with a 1419% difference between the fastest and slowest.
  • For latency, Nebius (7.00s), Inco (FAST) (8.07s), and Databricks (9.12s) offer the lowest time to first answer token.
  • For pricing, Novita (0.05), GMI (0.05), and Bitdeer AI (0.05) offer the lowest blended prices per 1M tokens. Prices vary up to 3.7x across providers.

Highlights

Speed

Output tokens per second · Higher is better

End-to-End Response Time

Seconds · Lower is better

Price

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

Price per token for cached prompts (previously processed), typically offering a significant discount compared to regular input price, represented as USD per million tokens. The values shown here are the cache hit price; cache write and cache storage are billed separately and vary by provider — see "Cache pricing by provider" for detail.

Pricing: Blended Price

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

Price per token, shown in USD per million tokens. Price is a blend of cache hit, input, and output token prices using the selected ratio (default 7:2:1 cache-input-output).

Pricing: Cache Discount

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

Reduction in input token cost due to cache hit relative to input price. Formula: 1 - (Cache Hit Price per Token / Input Token Price), where cache hit price is the first-party cache hit price or the median provider cache hit price. Note that this discount figure does not account for all costs associated with cache hits, such as cache write and storage costs.

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

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).

Speed

Measured by Output Speed (tokens per second)

Output Speed: GLM-5.3-Flash

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

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).

Figures represent performance of the model's first-party API (e.g. OpenAI for o1) or the median across providers where a first-party API is not available (e.g. Meta's Llama models).

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

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).

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

Time to first answer token received, in seconds, after API request sent. For reasoning models, this includes the 'thinking' time of the model before providing an answer. For models which do not support streaming, this represents time to receive the completion.

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

End-to-End Response Time

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

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

Key Comparison Metrics & API Features

Zai logoZai
1M
Open
$0.25
73
2.52
36.69
27.33
Baseten logoBaseten
1.05M
Open
$0.30
158
0.77
16.60
12.67
Novita logoNovita
1.05M
Open
$0.14
75
1.93
35.09
26.53
DeepInfra logoDeepInfra
1M
Open
$0.43
33
1.56
76.40
59.87
SiliconFlow logoSiliconFlow
1M
Open
$0.29
77
1.68
34.29
26.09
Wafer logoWafer
1M
Open
$0.29
31
0.76
81.99
64.99
Together AI logoTogether AI
1.05M
Open
$0.36
100
1.03
26.14
20.09
Fireworks logoFireworks
1.05M
Open
$0.30
185
1.32
14.87
10.84
Databricks logoDatabricks
1M
Open
$0.28
237
0.69
11.22
8.43
GMI logoGMI
1M
Open
$0.21
73
3.03
37.43
27.52
Parasail logoParasail
1M
Open
$0.28
165
1.30
16.43
12.10
Bitdeer AI logoBitdeer AI
1M
Open
$0.14
80
2.19
33.64
25.16
FriendliAI logoFriendliAI
1M
Open
$0.28
147
1.23
18.29
13.65
Nebius logoNebius
1M
Open
$1.19
309
0.53
8.62
6.47
DigitalOcean logoDigitalOcean
1.05M
Open
$0.33
73
1.58
36.00
27.53
Inco logoInco
1M
Open
$0.46
467
3.79
9.14
4.28
Makora logoMakora
1.05M
Open
$0.56
97
3.05
28.92
20.69

Frequently Asked Questions

Common questions about GLM-5.3-Flash providers

GLM-5.3-Flash is available through 17 API providers: Zai, Baseten, Novita, DeepInfra, SiliconFlow, Wafer, Together AI, Fireworks, Databricks, GMI, Parasail, Bitdeer AI, FriendliAI, Nebius, DigitalOcean, Inco (FAST), and Makora. Each provider offers different performance characteristics and pricing.

GLM-5.3-Flash is currently available through 17 API providers that we benchmark and track.

The fastest providers for GLM-5.3-Flash by output speed are Inco (FAST) (467.4 t/s), Nebius (309.1 t/s), and Databricks (237.2 t/s). Output speed measures how quickly tokens are generated after the model starts responding.

The providers with the lowest time to first answer token for GLM-5.3-Flash are Nebius (7.00s), Inco (FAST) (8.07s), and Databricks (9.12s). Lower latency means faster initial response time.

The most affordable providers for GLM-5.3-Flash by blended price are Novita ($0.05 per 1M tokens), GMI ($0.05 per 1M tokens), and Bitdeer AI ($0.05 per 1M tokens). Blended price uses a 7:2:1 cache hit/input/output token ratio.

The providers with the lowest input token pricing for GLM-5.3-Flash are Makora ($0.07 per 1M input tokens), Novita ($0.07 per 1M input tokens), and GMI ($0.07 per 1M input tokens).

The providers with the lowest output token pricing for GLM-5.3-Flash are Makora ($0.23 per 1M output tokens), Novita ($0.25 per 1M output tokens), and GMI ($0.25 per 1M output tokens).

Prices for GLM-5.3-Flash vary up to 3.7x across providers. The most affordable is Novita at $0.05 per 1M tokens, while Nebius charges $0.18 per 1M tokens.

Output speed for GLM-5.3-Flash varies significantly across providers. Inco (FAST) is the fastest at 467.4 t/s, which is 15.2x faster than Wafer at 30.8 t/s.

All 17 providers of GLM-5.3-Flash support JSON mode for structured output.

All 17 providers of GLM-5.3-Flash support function calling (tool use).

The best provider for GLM-5.3-Flash depends on your priorities: Inco (FAST) offers the highest output speed, Nebius has the lowest latency, and Novita provides the most competitive pricing.

When choosing a provider for GLM-5.3-Flash, consider: output speed (for throughput-intensive tasks), latency (for interactive applications requiring quick first responses), pricing (for cost-sensitive workloads), and API features like JSON mode or function calling.

Yes, provider performance can vary over time due to infrastructure changes, load balancing, and updates. We continuously benchmark all providers and display historical performance trends in the "Over Time" charts.

For information about GLM-5.3-Flash's intelligence, capabilities, modalities, and how it compares to other models, see the model overview page. View model overview