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What is Parallel Decisions API?

The Parallel Decisions API serves as a web-based classification solution tailored for developers engaged in software creation, data process improvement, and workflow development for AI agents. When a user submits a request, it comprises a specific context accompanied by one or more questions, and the API responds with structured answers that include probabilities and citations from pertinent online sources. This feature enables the grouping of several questions under a single context in one request, which supports various use cases like vendor evaluations, lead management, compliance assessments, content moderation, and the formulation of operational guidelines for agents. By harnessing real-time web data, it can assess facts that may have changed since a model's last training session. Developers can interact with the API through a RESTful endpoint using an API key or by employing the web_decisions tool via Parallel's MCP server. To aid testing and integration, a hosted playground along with detailed documentation is provided for user ease. Additionally, this API enhances decision-making for developers by supplying current information that boosts the dependability of their applications, ultimately leading to more accurate outcomes in diverse scenarios. Through this capability, developers are equipped to create more robust and adaptive software solutions.

What is Clef-flash?

Clef-flash is an advanced 9B multimodal decision-making framework designed to transform a given state and a structured set of inquiries into coherent decisions. It proficiently analyzes state data presented in various forms, including text, JSON, images, and video, offering a probability for each potential option related to the questions asked. With a context window accommodating up to 24,576 tokens, it can effortlessly process visual inputs, allowing developers to examine structured application data alongside visual elements in a unified manner. The model supports three distinct types of inquiries: "noul," which estimates the probability of a proposition's correctness; "choice," which allows users to select from a predefined list of alternatives, each with assigned probabilities; and "score," which evaluates inputs against a ranked set of criteria to produce a weighted probability score. Developers can submit between 1 and 64 questions in a single API request, with each response directly tied to its corresponding question ID. Its versatility makes it applicable for various scenarios, such as determining the urgency of support requests, routing them to the appropriate teams, and assessing customer impact severity, ultimately fostering enhanced operational efficiency in decision-making. By leveraging this model, organizations can refine their response strategies, optimize workflows, and significantly improve overall productivity in their operational processes.

Media

Media

Integrations Supported

Claude Code
Model Context Protocol (MCP)
Parallel

Integrations Supported

Markdown
Python
TypeScript

API Availability

Has API

API Availability

Has API

Pricing Information

$0.001/request
$0.001 per API request; a request can include up to 100 questions.
Free Version

Pricing Information

Pricing not provided

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Not specified

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub
Webinars

Company Facts

Organization Name

Parallel

Date Founded

2023

Company Location

United States

Company Website

platform.parallel.ai/play/decisions

Company Facts

Organization Name

Cloudflare

Date Founded

2009

Company Location

United States

Company Website

developers.cloudflare.com/workers-ai/models/clef-flash/

Categories and Features

AI Decision Models

Not specified

Categories and Features

AI Decision Models

Not specified

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