Span-01 vs. Strands Decider Comparison


Span-01 Respan	Strands Decider Strands Labs	+	+
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About Span-01 is a hyper-parallel reasoning classifier built to detect complex behaviors across long production traces in a single forward pass. Rather than generating tokens sequentially, it reasons over natural-language behavior definitions and returns direct probabilities for present, absent, and not_observable. The model is trained for general classification reasoning with RLAIF before being specialized for behavior detection, allowing it to apply previously unseen definitions to new behaviors and domains instead of relying on a fixed taxonomy. At inference time, hyper-parallel definition branches evaluate multiple behaviors against the same trace context simultaneously, while hybrid attention helps preserve reasoning over long, complex inputs. Span-01 is designed for production monitoring across safety, reliability, grounding, agent behavior, and response quality, including jailbreak and prompt injection detection, privacy, and secrets.	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 AI, safety, evaluation, and observability teams seeking to detect and score complex behaviors across long production traces with fast, probability-based classification	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 $199 per month Free Version Supported Free Trial 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 Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Respan Founded: 2023 United States www.respan.ai/blog/introducing-span-1	Company Information Strands Labs United States github.com/strands-labs/strands-decider
Alternatives Clef-flash Cloudflare	Alternatives Clef-flash Cloudflare
Clef Cloudflare	Clef Cloudflare
Jev TypeSafe AI	Jev TypeSafe AI
Tev1 Together AI	Solar Decide Upstage
Microsoft-Decision-1 Microsoft View All	Perplexity Decider Perplexity View All
Categories AI Decision Models Supported	Categories AI Decision Models Supported

Integrations AssemblyAI Supported Cognee Supported Google GenAI SDK Supported JavaScript Supported LangChain Supported LinkUp Supported LlamaIndex Supported Mastra AI Supported Mem0 Supported OpenAI Supported OpenAI Agents API Supported PostHog Supported Python Supported Strands Agents Not Supported TypeScript Supported Vercel Supported Show More Integrations View All 15 Integrations	Integrations AssemblyAI Not Supported Cognee Not Supported Google GenAI SDK Not Supported JavaScript Not Supported LangChain Not Supported LinkUp Not Supported LlamaIndex Not Supported Mastra AI Not Supported Mem0 Not Supported OpenAI Not Supported OpenAI Agents API Not Supported PostHog Not Supported Python Not Supported Strands Agents Supported TypeScript Not Supported Vercel Not Supported Show More Integrations View All 1 Integration
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