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Description

The Parallel Decisions API is a web-based classification tool designed for developers who create software, enhance data processes, and build workflows for AI agents. When a request is made, it includes specific context along with one or more defined questions, and in return, the API provides structured answers complete with probabilities and references to relevant online sources. This functionality allows multiple questions to be grouped under a single context within one request, enabling various applications such as vendor or company evaluations, lead management, compliance checks, content moderation, and establishing guidelines for agents. By accessing real-time web data, it can evaluate facts that might have evolved since the last training of a model. Developers can interact with the API via a RESTful endpoint using an API key or utilize the web_decisions tool through Parallel's MCP server. To facilitate testing and integration, a hosted playground and comprehensive documentation are available for user convenience. Furthermore, this API empowers developers to make informed decisions by providing up-to-date information that enhances the reliability of their applications.

Description

Span-01 is an advanced hyper-parallel reasoning classifier that identifies intricate patterns within extensive production traces in a single forward pass. Instead of producing tokens one after the other, it analyzes natural-language behavior definitions and provides direct probabilities indicating whether a behavior is present, absent, or not observable. The model undergoes initial training for general classification reasoning using Reinforcement Learning with Human Feedback (RLAIF) before it is fine-tuned specifically for behavior detection. This allows Span-01 to utilize previously unseen definitions for new behaviors and various domains, avoiding limitations imposed by a rigid taxonomy. During the inference phase, its hyper-parallel definition branches assess multiple behaviors simultaneously against the same trace context, and the incorporation of hybrid attention facilitates effective reasoning over lengthy and intricate inputs. Span-01 is meticulously crafted for monitoring production environments with a focus on safety, reliability, grounding, agent behavior, and response quality, addressing challenges such as jailbreak and prompt injection detection, as well as privacy and confidentiality concerns. Its innovative approach positions Span-01 as a significant advancement in the field, enabling more efficient and comprehensive analysis of complex behaviors.

API Access

Has API Yes 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

Integrations

AssemblyAI No 
Claude Code Yes 
Cognee No 
Google GenAI SDK No 
JavaScript No 
LangChain No 
LinkUp No 
LlamaIndex No 
Mastra AI No 
Mem0 No 
Model Context Protocol (MCP) Yes 
OpenAI No 
OpenAI Agents API No 
Parallel Yes 
PostHog No 
Python No 
TypeScript No 
Vercel No 

Integrations

AssemblyAI Yes 
Claude Code No 
Cognee Yes 
Google GenAI SDK Yes 
JavaScript Yes 
LangChain Yes 
LinkUp Yes 
LlamaIndex Yes 
Mastra AI Yes 
Mem0 Yes 
Model Context Protocol (MCP) No 
OpenAI Yes 
OpenAI Agents API Yes 
Parallel No 
PostHog Yes 
Python Yes 
TypeScript Yes 
Vercel Yes 

Pricing Details

$0.001/request
$0.001 per API request; a request can include up to 100 questions.
Free Trial No 
Free Version Yes 

Pricing Details

$199 per month
Free Trial Yes 
Free Version Yes 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) Yes 
In Person No 

Vendor Details

Company Name

Parallel

Founded

2023

Country

United States

Website

platform.parallel.ai/play/decisions

Vendor Details

Company Name

Respan

Founded

2023

Country

United States

Website

www.respan.ai/blog/introducing-span-1

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