GMI: Models Intelligence, Performance & Price
This analysis is intended to support you in choosing the best model provided by GMI for your use-case.
Most Intelligent
Updated
GLM-5.3 (max)GLM-5.3-Flash
DeepSeek V4.1 Flash (max)DeepSeek V4 Pro 0813 (max)DeepSeek V4 Flash Vision (max)Intelligence index
Total 10 models
Fastest
DeepSeek V4 Flash Vision (max)DeepSeek V4.1 Flash (max)DeepSeek V4 Flash 0731 (max)
MiniMax-M2.5 FP8
Kimi K2.7 Code (FP8)Output speed
Total 10 models
Lowest Price
GLM-5.3-Flash
Hy3DeepSeek V4.1 Flash (max)DeepSeek V4 Flash 0731 (max)MiniMax-M2.5 FP8Blended price (per 1M tokens)
Total 10 models
GMI offers 10 models, each with different intelligence, performance, and pricing characteristics. Below is a comparison of the key metrics across models.
- For intelligence, the top models on GMI are GLM-5.3 (max) (45), GLM-5.3-Flash (42), and DeepSeek V4.1 Flash (max) (39).
- For output speed, the fastest models are DeepSeek V4 Flash Vision (max) (216 t/s), DeepSeek V4.1 Flash (max) (165 t/s), and DeepSeek V4 Flash 0731 (max) (124 t/s). Speed varies significantly across models, with a 122% difference between the fastest and slowest.
- For latency, Kimi K2.5 (non-reasoning) (3.02s), DeepSeek V4 Flash Vision (max) (11.56s), and DeepSeek V4.1 Flash (max) (14.23s) offer the lowest time to first answer token.
- For pricing, GLM-5.3-Flash ($0.06), Hy3 ($0.11), and DeepSeek V4.1 Flash (max) ($0.11) offer the lowest blended prices per 1M tokens. Prices vary up to 3.3x across models.
- For context window size, DeepSeek V4 Pro 0813 (max) (1M), DeepSeek V4 Flash 0731 (max) (1M), and GLM-5.3 (max) (1M) support the largest context windows on GMI.
Intelligence Evaluations
Artificial Analysis Intelligence Index
Intelligence Evaluations
Agentic knowledge work, (Elo-500)/2000
Agentic real-world work tasks, (Elo-500)/2000
Agentic SaaS workflows
Agentic coding & terminal use
Coding
Reasoning & knowledge
Professional document reasoning, All-pass
Physics reasoning
Knowledge
1 - hallucination rate
Long context reasoning
Legal agentic work, criterion pass rate
Agentic business operations
Agentic scientific research workflows in a terminal
Quantitative analysis on spreadsheets & documents
Kubernetes incident root-cause analysis
Visual reasoning
Medical long context reasoning
Intelligence Index vs. Price
Context Window
Context Window
Pricing
Intelligence Index vs. Price
Performance Summary
Output Speed vs. Price
Speed
Measured by Output Speed (tokens per second)
Output Speed
Latency
Measured by Time (seconds) to First Token
Latency: Time To First Answer Token
Cache Behaviour
Cache Hit Rate
Cost per Task vs. Cache Hit Rate
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 vs. Price
Further Analysis | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
GLM-5.3 (max) | 1M | Open | 45 | $1.42 | 86 | 3.52 | 32.64 | 23.29 | |||
GLM-5.3-Flash | 1M | Open | 42 | $0.31 | 62 | 3.92 | 44.01 | 32.07 | |||
DeepSeek V4.1 Flash (max) | 1M | Open | 39 | $0.38 | 165 | 2.10 | 17.26 | 12.13 | |||
DeepSeek V4 Pro 0813 (max) | 1.05M | Open | 36 | $1.76 | 70 | 3.56 | 39.34 | 28.62 | |||
DeepSeek V4 Flash Vision (max) | 1M | Proprietary | 35 | $0.28 | 215 | 2.40 | 14.03 | 9.31 | |||
DeepSeek V4 Flash 0731 (max) | 1.05M | Open | 34 | -- | 124 | 3.06 | 23.24 | 16.14 | |||
GLM-5.2 (max) (FP8) | 1.05M | Open | 34 | -- | -- | -- | -- | -- | |||
DeepSeek V4 Pro (max) | 1.05M | Open | 30 | -- | -- | -- | -- | -- | |||
MiniMax-M3 | 1.05M | Open | 29 | -- | -- | -- | -- | -- | |||
Kimi K2.6 FP8 | 262k | Open | 27 | -- | -- | -- | -- | -- | |||
GLM-5.1 (FP8) | 203k | Open | 26 | -- | -- | -- | -- | -- | |||
 MiMo-V2.5-Pro | 1.05M | Open | 26 | -- | -- | -- | -- | -- | |||
Kimi K2.7 Code (FP8) | 65.5k | Open | 26 | $1.37 | 95 | 4.63 | 33.35 | 23.47 | |||
Hy3 | 262k | Open | 25 | $0.07 | 89 | 3.24 | 31.23 | 22.38 | |||
MiMo-V2.5 | 1.05M | Open | 25* | -- | -- | -- | -- | -- | |||
DeepSeek V4 Flash (high) | 1.05M | Open | 24 | -- | -- | -- | -- | -- | |||
DeepSeek V4 Flash (max) | 1.05M | Open | 24 | -- | -- | -- | -- | -- | |||
 Nemotron 3 Ultra | 262k | Open | 23 | -- | -- | -- | -- | -- | |||
 Qwen3.5 27B (FP8) | 262k | Open | 23* | -- | -- | -- | -- | -- | |||
MiniMax-M2.5 FP8 | 197k | Open | 23* | -- | 101 | 1.90 | 26.70 | 19.84 | |||
MiniMax-M2.7 (FP8) | 197k | Open | 23 | -- | -- | -- | -- | -- | |||
Hy3-preview | 262k | Open | 23* | -- | -- | -- | -- | -- | |||
Kimi K2.5 (non-reasoning) | 262k | Open | 19* | -- | 55 | 3.02 | 12.16 | -- | |||
Qwen3.5 35B A3B (FP8) | 262k | Open | 19* | -- | -- | -- | -- | -- | |||
DeepSeek V4 Flash (non-reasoning) | 1.05M | Open | 19* | -- | -- | -- | -- | -- | |||
Qwen3.5 397B A17B (FP8) | 262k | Open | 18 | $0.47 | -- | -- | -- | -- | |||
MiMo-V2.5-Pro (non-reasoning) | 1.05M | Open | 18* | -- | -- | -- | -- | -- | |||
Qwen3.6 35B A3B FP8 | 262k | Open | 18 | $0.31 | -- | -- | -- | -- | |||
Hy3-preview (non-reasoning) | 262k | Open | 17* | -- | -- | -- | -- | -- | |||
 Gemma 4 26B A4B (FP8) | 1.05M | Open | 17* | -- | -- | -- | -- | -- | |||
DeepSeek V3.2 (non-reasoning) | 164k | Open | 16* | -- | -- | -- | -- | -- | |||
Qwen3.5 122B A10B (FP8) | 262k | Open | 16 | $0.32 | -- | -- | -- | -- | |||
Qwen3.6 35B A3B (non-reasoning) FP8 | 262k | Open | 15* | -- | -- | -- | -- | -- | |||
Gemma 4 31B (FP8) | 262k | Open | 15 | $0.10 | -- | -- | -- | -- | |||
Gemma 4 26B A4B (non-reasoning) (FP8) | 1.05M | Open | 13* | -- | -- | -- | -- | -- | |||
Qwen3 Next 80B A3B | 262k | Open | 11* | -- | -- | -- | -- | -- | |||
Key definitions
Frequently Asked Questions
Common questions about GMI
GMI offers 10 models that we track: GLM-5.3 (max), GLM-5.3-Flash, DeepSeek V4.1 Flash (max), DeepSeek V4 Pro 0813 (max), DeepSeek V4 Flash Vision (max), DeepSeek V4 Flash 0731 (max), Kimi K2.7 Code (FP8), Hy3, MiniMax-M2.5 FP8, and Kimi K2.5 (non-reasoning).
The most intelligent model available on GMI is GLM-5.3 (max) with an Intelligence Index score of 45.
The fastest model on GMI by output speed is DeepSeek V4 Flash Vision (max) at 216.2 tokens per second.
The model with the lowest time to first answer token on GMI is Kimi K2.5 (non-reasoning) at 3.02s. Lower latency means faster initial response time.
The most affordable model on GMI by blended price is GLM-5.3-Flash at $0.06 per 1M tokens (7:2:1 cache hit/input/output ratio).
Prices on GMI vary up to 14x across models, from $0.06 per 1M tokens for GLM-5.3-Flash to $0.84 per 1M tokens for Kimi K2.5 (non-reasoning).
Yes, GMI offers an OpenAI-compatible API, making it easy to switch from OpenAI or use existing OpenAI SDK integrations.
Yes, all 10 models on GMI support JSON mode for structured output.
Yes, all 10 models on GMI support function calling (tool use).
Yes, GMI offers 9 reasoning models: GLM-5.3 (max), GLM-5.3-Flash, DeepSeek V4.1 Flash (max), DeepSeek V4 Pro 0813 (max), DeepSeek V4 Flash Vision (max), DeepSeek V4 Flash 0731 (max), Kimi K2.7 Code (FP8), Hy3, and MiniMax-M2.5 FP8. Reasoning models use extended thinking to work through complex problems before providing an answer.
Yes, 9 of 10 models on GMI are open weight models: GLM-5.3 (max), GLM-5.3-Flash, DeepSeek V4.1 Flash (max), DeepSeek V4 Pro 0813 (max), DeepSeek V4 Flash 0731 (max), Kimi K2.7 Code (FP8), Hy3, MiniMax-M2.5 FP8, and Kimi K2.5 (non-reasoning).
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.
When choosing a model on GMI, consider: intelligence (for quality-sensitive tasks), output speed (for throughput-intensive tasks), latency (for interactive applications requiring quick first responses), pricing (for cost-sensitive workloads), and features like context window size, JSON mode, or function calling support.