Author's Description
Ministral 8B is an 8B parameter model featuring a unique interleaved sliding-window attention pattern for faster, memory-efficient inference. Designed for edge use cases, it supports up to 128k context length and excels in knowledge and reasoning tasks. It outperforms peers in the sub-10B category, making it perfect for low-latency, privacy-first applications.
Key Specifications
Supported Parameters
This model supports the following parameters:
Features
This model supports the following features:
Performance Summary
Mistral's Ministral 8B model demonstrates strong performance in several key areas, particularly excelling in efficiency and reliability. It performs among the fastest models, ranking in the 77th percentile for speed, and consistently offers highly competitive pricing, placing in the 88th percentile. The model exhibits exceptional reliability with a 100% success rate across all benchmarks, indicating robust technical stability. In terms of specific benchmarks, Ministral 8B shows a notable strength in acknowledging uncertainty, achieving 96.0% accuracy in Hallucinations (Baseline) by correctly identifying fictional concepts. It also performs well in Email Classification (96.0% accuracy) and Ethics (96.5% accuracy), though its percentile rankings in these areas are moderate. Key weaknesses are apparent in complex Reasoning (20.0% accuracy, 11th percentile) and Instruction Following (40.4% accuracy, 39th percentile), suggesting limitations in handling highly intricate tasks. General Knowledge, Mathematics, and Coding benchmarks show moderate accuracy, indicating room for improvement in these domains. Overall, Ministral 8B is a highly reliable and cost-effective option, particularly suited for applications where speed, cost-efficiency, and robust operation are paramount, especially in edge use cases.
Model Pricing
Current Pricing
Feature | Price (per 1M tokens) |
---|---|
Prompt | $0.1 |
Completion | $0.1 |
Price History
Available Endpoints
Provider | Endpoint Name | Context Length | Pricing (Input) | Pricing (Output) |
---|---|---|---|---|
Mistral
|
Mistral | mistralai/ministral-8b | 128K | $0.1 / 1M tokens | $0.1 / 1M tokens |
Benchmark Results
Benchmark | Category | Reasoning | Strategy | Free | Executions | Accuracy | Cost | Duration |
---|
Other Models by mistralai
|
Released | Params | Context |
|
Speed | Ability | Cost |
---|---|---|---|---|---|---|---|
Mistral: Mistral Medium 3.1 | Aug 13, 2025 | — | 131K |
Text input
Image input
Text output
|
★★★ | ★★★★ | $$$$ |
Mistral: Codestral 2508 | Aug 01, 2025 | ~2.5B | 256K |
Text input
Text output
|
★★★ | ★★ | $$$ |
Mistral: Devstral Medium | Jul 10, 2025 | — | 131K |
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Text output
|
★★★★ | ★★★★ | $$$ |
Mistral: Devstral Small 1.1 | Jul 10, 2025 | ~24B | 131K |
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Text output
|
★★★★ | ★★★ | $$ |
Mistral: Mistral Small 3.2 24B | Jun 20, 2025 | 24B | 131K |
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Image input
Text output
|
★★★★ | ★★★ | $$ |
Mistral: Magistral Small 2506 | Jun 10, 2025 | ~24B | 40K |
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Text output
|
★★★ | ★★ | $$$$ |
Mistral: Magistral Medium 2506 | Jun 07, 2025 | — | 40K |
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Text output
|
★★★ | ★★★★ | $$$$$ |
Mistral: Devstral Small 2505 | May 21, 2025 | ~24B | 128K |
Text input
Text output
|
★★★★★ | ★★★★ | $ |
Mistral: Mistral Medium 3 | May 07, 2025 | — | 131K |
Text input
Image input
Text output
|
★★★ | ★★★★ | $$$$ |
Mistral: Mistral Small 3.1 24B | Mar 17, 2025 | 24B | 131K |
Text input
Image input
Text output
|
★★★★ | ★★★ | $$ |
Mistral: Saba | Feb 17, 2025 | ~24B | 32K |
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|
★★ | ★★★★ | $$ |
Mistral: Mistral Small 3 | Jan 30, 2025 | 24B | 32K |
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|
★★★★★ | ★★★★★ | $ |
Mistral: Codestral 2501 | Jan 14, 2025 | ~2.5B | 262K |
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|
★★★ | ★★★ | $$$ |
Mistral Large 2411 | Nov 18, 2024 | ~32B | 131K |
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|
★★★★ | ★★★★ | $$$$$ |
Mistral Large 2407 | Nov 18, 2024 | ~32B | 131K |
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Text output
|
★★★★ | ★★★★ | $$$$ |
Mistral: Pixtral Large 2411 | Nov 18, 2024 | ~124B | 131K |
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Image input
Text output
|
★★★ | ★★★★ | $$$$$ |
Mistral: Ministral 3B | Oct 16, 2024 | 3B | 32K |
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|
★★★★★ | ★★★ | $ |
Mistral: Pixtral 12B | Sep 09, 2024 | 12B | 32K |
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|
★★★★ | ★ | $$ |
Mistral: Mistral Nemo | Jul 18, 2024 | ~12B | 131K |
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|
★★★★ | ★ | $ |
Mistral: Mistral 7B Instruct | May 26, 2024 | 7B | 32K |
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|
★★★★★ | ★★ | $$ |
Mistral: Mistral 7B Instruct v0.3 | May 26, 2024 | 7B | 32K |
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|
★★★★★ | ★★ | $$ |
Mistral: Mixtral 8x22B Instruct | Apr 16, 2024 | 22B | 65K |
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Text output
|
★★★★★ | ★★★ | $$$ |
Mistral Large | Feb 25, 2024 | ~32B | 128K |
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Text output
|
★★★★ | ★★★★ | $$$$ |
Mistral Medium Unavailable | Jan 09, 2024 | — | 32K |
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Text output
|
— | — | $$$$$ |
Mistral Tiny | Jan 09, 2024 | ~7B | 32K |
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|
★★★★ | ★★ | $$ |
Mistral Small | Jan 09, 2024 | ~22B | 32K |
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Text output
|
★★★★★ | ★★ | $$ |
Mistral: Mistral 7B Instruct v0.2 Unavailable | Dec 27, 2023 | 7B | 32K |
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|
★★★★★ | ★★ | $$$ |
Mistral: Mixtral 8x7B Instruct | Dec 09, 2023 | 56B | 32K |
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|
★★★★★ | ★★ | $$ |
Mistral: Mistral 7B Instruct v0.1 | Sep 27, 2023 | 7B | 2K |
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Text output
|
★★★★ | ★★ | $$ |