Span-01 vs. Tev1 Comparison


Span-01 Respan	Tev1 Together AI	+	+
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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 Tev1 is a fast decision and classification model built by Together AI and fine-tuned from Qwen3.5 4B. It is designed around a simple interface: provide a piece of state, a question, and 2 to 24 labeled options, and the model returns exactly one letter that software can map back to a semantic key. This structure supports production tasks such as routing support tickets, evaluating automated returns, applying policy rules, rating sentiment, categorizing documents, and inserting deterministic decision points into larger agent pipelines. The model has 4.7B parameters, a 32.8K-token context window, and runs with non-thinking generation for fast, predictable classification. It was trained on 37,840 examples spanning intent detection, boolean comprehension, sentiment, policy application, routing, news categories, and research-paper taxonomy. Recommended settings use temperature 0 and a very small output budget so responses remain stable and easy to parse.
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 AI engineering teams seeking to route, classify, score, and apply policy decisions through fast, deterministic structured outputs
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 $0.04 per 1M tokens 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 Together AI Founded: 2022 United States www.together.ai/models/tev1-4b-experimental
Alternatives Clef-flash Cloudflare	Alternatives Clef-flash Cloudflare
Clef Cloudflare	Clef Cloudflare
Jev TypeSafe AI	Jev TypeSafe AI
Tev1 Together AI	Microsoft-Decision-1 Microsoft
Microsoft-Decision-1 Microsoft View All	Laya AI View All
Categories AI Decision Models Supported	Categories AI Decision Models Supported

Integrations Python Supported TypeScript Supported 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 Qwen3.5 Not Supported Vercel Supported Show More Integrations View All 15 Integrations	Integrations Python Supported TypeScript 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 Not Supported OpenAI Agents API Not Supported PostHog Not Supported Qwen3.5 Supported Vercel Not Supported Show More Integrations View All 3 Integrations
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