Span-01 vs. SubQ Snap 1.1 Comparison


Span-01 Respan	SubQ Snap 1.1 Subquadratic	+	+
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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 SubQ Snap is a hosted multimodal decision model for developers building AI agents and enterprise workflows. Through Subquadratic’s API, applications send text or image context with defined questions and receive structured answers such as labels, choices, scores, and probabilities. This supports tasks including tool and file selection, routing, triage, guardrails, ranking, classification, and checking whether a test or result meets specified criteria. The model accepts up to 384K tokens of context and supports image input. It is designed for bounded decisions rather than open-ended text generation, so it can be used alongside a language model that handles planning or writing. Public-preview API documentation includes request examples, model access details, and decision formats.
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 Not Supported Linux Not Supported Cloud 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 enterprise teams building AI agents and workflows that need structured decisions from text or image context.
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 Not 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 $0.05/1M input tokens $0.05 per 1 million input tokens; output tokens are free. SubQ Snap is in public preview, with access subject to capacity limits. Free Version Not 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 Subquadratic Founded: 2025 United States subq.ai/
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Tev1 Together AI	Perplexity Decider Perplexity
Microsoft-Decision-1 Microsoft View All	SubQ Snap Subquadratic View All
Categories AI Decision Models Supported	Categories AI Decision Models Supported

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