Airtrain vs. Strands Decider Comparison


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About Query and compare a large selection of open-source and proprietary models at once. Replace costly APIs with cheap custom AI models. Customize foundational models on your private data to adapt them to your particular use case. Small fine-tuned models can perform on par with GPT-4 and are up to 90% cheaper. Airtrain’s LLM-assisted scoring simplifies model grading using your task descriptions. Serve your custom models from the Airtrain API in the cloud or within your secure infrastructure. Evaluate and compare open-source and proprietary models across your entire dataset with custom properties. Airtrain’s powerful AI evaluators let you score models along arbitrary properties for a fully customized evaluation. Find out what model generates outputs compliant with the JSON schema required by your agents and applications. Your dataset gets scored across models with standalone metrics such as length, compression, coverage.	About Strands Decider is a small, fast decision model, or System One model, built for agentic AI workflows. Unlike an LLM that generates arbitrary text, it chooses between predefined options, answers yes-or-no questions, or rates inputs on an ordered scale. Each decision includes calibrated confidence, making it possible to send uncertain cases to a larger model or a human while handling routine decisions quickly. The first model in the family, strands-decider-2B, has 1.9 billion parameters and is based on a Qwen3.5-2B-Base torso with its language-modeling head replaced by a lightweight pointer head. It evaluates answers in one forward pass without text generation or a decoding loop. Supported decision types include choice, noul for probability-of-true questions, and score for ordered scales. The model is designed for tasks such as model routing, tool selection, tool-argument checking, request triage, grounding and safety guardrails, policy classification, and low-cost evaluation.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Supported Linux Supported Cloud Not Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Anyone requiring a solution to fine-tune and evaluate large language models	Audience Developers and AI engineering teams needing to make fast, confidence-calibrated routing, classification, scoring, guardrail, and tool-use decisions inside agentic workflows
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing Free Free Version Supported Free Trial Not Supported	Pricing Free Free Version Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Airtrain United States www.airtrain.ai/	Company Information Strands Labs United States github.com/strands-labs/strands-decider
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Categories AI Development Supported AI Fine-Tuning Supported	Categories AI Decision Models Supported

Integrations Codestral Mamba Supported Gemini Supported Gemini 1.5 Flash Supported Gemini 1.5 Pro Supported Gemini 2.0 Flash Supported Gemini Enterprise Supported Gemini Nano Supported Google AI Plus Supported JSON Supported Llama 2 Supported Mathstral Supported Ministral 3B Supported Ministral 8B Supported Mistral AI Supported Mistral Large Supported Mistral NeMo Supported Mixtral 8x7B Supported OpenAI Supported Phi-2 Supported Pixtral Large Supported Show More Integrations View All 30 Integrations	Integrations Codestral Mamba Not Supported Gemini Not Supported Gemini 1.5 Flash Not Supported Gemini 1.5 Pro Not Supported Gemini 2.0 Flash Not Supported Gemini Enterprise Not Supported Gemini Nano Not Supported Google AI Plus Not Supported JSON Not Supported Llama 2 Not Supported Mathstral Not Supported Ministral 3B Not Supported Ministral 8B Not Supported Mistral AI Not Supported Mistral Large Not Supported Mistral NeMo Not Supported Mixtral 8x7B Not Supported OpenAI Not Supported Phi-2 Not Supported Pixtral Large Not Supported Show More Integrations View All 1 Integration
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