Systalyze: Models Intelligence, Performance & Price
This analysis is intended to support you in choosing the best model provided by Systalyze for your use-case.
Most Intelligent
DeepSeek V4 Pro 0813 (max)DeepSeek V4 Flash 0731 (max)DeepSeek V4 Pro 0813 (non-reasoning)
Muse Glimmer (high)
Gemma 4 26B A4BIntelligence Index
Total 6 models
Fastest
Gemma 4 26B A4BGemma 4 26B A4B (non-reasoning)DeepSeek V4 Flash 0731 (max)DeepSeek V4 Pro 0813 (max)DeepSeek V4 Pro 0813 (non-reasoning)Output speed
Total 6 models
Lowest Price
Gemma 4 26B A4BGemma 4 26B A4B (non-reasoning)DeepSeek V4 Flash 0731 (max)Muse Glimmer (high)DeepSeek V4 Pro 0813 (max)Blended price (per 1M tokens)
Total 6 models
Systalyze offers 6 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 Systalyze are DeepSeek V4 Pro 0813 (max) (36), DeepSeek V4 Flash 0731 (max) (34), and DeepSeek V4 Pro 0813 (non-reasoning) (20).
- For output speed, the fastest models are Gemma 4 26B A4B (464 t/s), Gemma 4 26B A4B (non-reasoning) (448 t/s), and DeepSeek V4 Flash 0731 (max) (306 t/s). Speed varies significantly across models, with a 76% difference between the fastest and slowest.
- For latency, Gemma 4 26B A4B (non-reasoning) (1.00s), DeepSeek V4 Pro 0813 (non-reasoning) (1.59s), and Gemma 4 26B A4B (5.31s) offer the lowest time to first answer token.
- For pricing, Gemma 4 26B A4B ($0.07), Gemma 4 26B A4B (non-reasoning) ($0.07), and DeepSeek V4 Flash 0731 (max) ($0.07) offer the lowest blended prices per 1M tokens. Prices vary up to 4.9x across models.
- For context window size, DeepSeek V4 Pro 0813 (max) (1M), DeepSeek V4 Flash 0731 (max) (1M), and DeepSeek V4 Pro 0813 (non-reasoning) (1M) support the largest context windows on Systalyze.
- Gemma 4 26B A4B offers both the fastest output and best pricing, making it attractive for throughput-sensitive and cost-conscious applications. DeepSeek V4 Pro 0813 (max) leads in intelligence for tasks that require the highest quality.
Intelligence Evaluations
Artificial Analysis Intelligence Index
Intelligence Evaluations
Agentic knowledge work, (Elo-500)/2000
Knowledge
1 - hallucination rate
Agentic SaaS workflows
Agentic real-world work tasks, (Elo-500)/2000
Reasoning & knowledge
Professional document reasoning, All-pass
Agentic coding & terminal use
Long context reasoning
Coding
Physics reasoning
Agentic scientific research workflows in a terminal
Agentic software engineering in open-source repositories
Quantitative analysis on spreadsheets & documents
Legal agentic work, Hallucination-Gated All-Pass Rate
Agentic business operations
Kubernetes incident root-cause analysis
Medical long context reasoning
Visual 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 | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
DeepSeek V4 Pro 0813 (max) | 1.05M | Open | 36 | $0.51 | 296 | 1.52 | 9.97 | 6.77 | |||
DeepSeek V4 Flash 0731 (max) | 1.05M | Open | 34 | $0.16 | 306 | 1.18 | 9.36 | 6.54 | |||
DeepSeek V4 Pro 0813 (non-reasoning) | 1.05M | Open | 20 | $0.26 | 263 | 1.59 | 3.49 | -- | |||
Muse Glimmer (high) | 131k | Open | 17 | $0.03 | 150 | 1.61 | 18.28 | 13.34 | |||
Gemma 4 26B A4B | 131k | Open | 17* | -- | 464 | 1.00 | 6.39 | 4.31 | |||
Gemma 4 26B A4B (non-reasoning) | 131k | Open | 13* | -- | 448 | 1.00 | 2.12 | -- | |||
Key definitions
Frequently Asked Questions
Common questions about Systalyze
Systalyze offers 6 models that we track: DeepSeek V4 Pro 0813 (max), DeepSeek V4 Flash 0731 (max), DeepSeek V4 Pro 0813 (non-reasoning), Muse Glimmer (high), Gemma 4 26B A4B, and Gemma 4 26B A4B (non-reasoning).
The most intelligent model available on Systalyze is DeepSeek V4 Pro 0813 (max) with an Intelligence Index score of 36.
The fastest model on Systalyze by output speed is Gemma 4 26B A4B at 463.6 tokens per second.
The model with the lowest time to first answer token on Systalyze is Gemma 4 26B A4B (non-reasoning) at 1.00s. Lower latency means faster initial response time.
The most affordable model on Systalyze by blended price is Gemma 4 26B A4B at $0.07 per 1M tokens (7:2:1 cache hit/input/output ratio).
Prices on Systalyze vary up to 5x across models, from $0.07 per 1M tokens for Gemma 4 26B A4B to $0.33 per 1M tokens for DeepSeek V4 Pro 0813 (non-reasoning).
Yes, Systalyze offers an OpenAI-compatible API, making it easy to switch from OpenAI or use existing OpenAI SDK integrations.
Yes, all 6 models on Systalyze support JSON mode for structured output.
Yes, all 6 models on Systalyze support function calling (tool use).
Yes, Systalyze offers 4 reasoning models: DeepSeek V4 Pro 0813 (max), DeepSeek V4 Flash 0731 (max), Muse Glimmer (high), and Gemma 4 26B A4B. Reasoning models use extended thinking to work through complex problems before providing an answer.
Yes, all 6 models on Systalyze are open weight models.
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 Systalyze, 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.