Open weights model

Released August 2026

Qwen3.8 2.4T A95B API Provider Benchmarking & Analysis

Model Comparison

This analysis is intended to support you in choosing the best API provider of Qwen3.8 2.4T A95B for your use-case.

Fastest

#1
Together AITogether AI
172.9 t/s
#2
Bitdeer AI (FP8)Bitdeer AI (FP8)
91.0 t/s
#3
FireworksFireworks
80.9 t/s
#4
DeepInfraDeepInfra
76.9 t/s
#5
DigitalOceanDigitalOcean
58.0 t/s

Output speed

Total 6 providers

Lowest Latency

#1
Together AITogether AI
12.54 s
#2
Bitdeer AI (FP8)Bitdeer AI (FP8)
25.27 s
#3
FireworksFireworks
25.89 s
#4
DeepInfraDeepInfra
27.61 s
#5
DigitalOceanDigitalOcean
36.39 s

Time to first answer token

Total 6 providers

Lowest Price

#1
Bitdeer AI (FP8)Bitdeer AI (FP8)
$1.08
#2
DeepInfraDeepInfra
$1.14
#3
DigitalOceanDigitalOcean
$1.14
#4
FireworksFireworks
$1.18
#5
Together AITogether AI
$1.18

Blended price (per 1M tokens)

Total 6 providers

Qwen3.8 2.4T A95B 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 Together AI (172.9 t/s), Bitdeer AI (FP8) (91.0 t/s), and Fireworks (80.9 t/s). Speed varies significantly across providers, with a 327% difference between the fastest and slowest.
  • For latency, Together AI (12.54s), Bitdeer AI (FP8) (25.27s), and Fireworks (25.89s) offer the lowest time to first answer token.
  • For pricing, Bitdeer AI (FP8) (1.08), DeepInfra (1.14), and DigitalOcean (1.14) offer the lowest blended prices per 1M tokens.
  • Together AI offers the best performance with both the highest speed and lowest latency. For cost optimization, Bitdeer AI (FP8) 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

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
Pareto line

Speed

Measured by Output Speed (tokens per second)

Output Speed: Qwen3.8 2.4T A95B

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

Fireworks logoFireworks
262k
Open
$1.87
81
1.17
32.06
24.71
Together AI logoTogether AI
262k
Open
$2.77
173
0.98
15.43
11.56
DeepInfra logoDeepInfra
262k
Open
$2.89
77
1.59
34.11
26.02
DigitalOcean logoDigitalOcean
262k
Open
$1.80
58
1.91
45.02
34.49
Bitdeer AI logoBitdeer AI
262k
Open
$1.54
91
3.29
30.76
21.97
Alibaba Cloud logoAlibaba Cloud
984k
Open
$2.16
41
2.75
64.42
49.33

Frequently Asked Questions

Common questions about Qwen3.8 2.4T A95B providers