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About

Parallel Decisions API is a hosted, web-grounded classification API for developers building software, data-enrichment pipelines, and AI-agent workflows. A request supplies context and one or more bounded questions; the API returns typed answers with probabilities and citations to supporting web sources. Multiple questions can share context in a single request, supporting uses such as company or vendor qualification, lead routing, compliance screening, content filtering, and agent guardrails. By retrieving current web evidence, it can assess facts that may have changed since a model's training data. Developers call the REST endpoint with an API key or access the web_decisions tool through Parallel's MCP server. A hosted playground and documentation support testing and implementation.

About

Reflexio is an AI-agent learning platform for developers building and operating agents. It ingests agent interactions, execution traces, tool calls, and user corrections through an SDK, REST API, CLI, or supported tracing-platform connections, then extracts recurring failures into reusable playbooks and user profiles. At runtime, an agent can retrieve relevant learned guidance before responding. The Hosted Enterprise portal lets teams inspect, edit, approve, reject, search, and evaluate learnings. Reflexio helps agents apply corrections across interactions without changing model weights. Teams can use the managed cloud service, configure their own model-provider keys, or self-host in AWS, Google Cloud, or Azure. Enterprise trace imports are available from Braintrust, Langfuse Cloud, and LangSmith Cloud; Reflexio also provides a mem0 wrapper and an OpenClaw integration.

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 Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

Software developers and teams building web-research workflows, data-enrichment pipelines, and AI-agent applications.

Audience

Developers and engineering teams building and operating AI agents.

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Not 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

Screenshots and Videos

No images available

Pricing

$0.001/request
$0.001 per API request; a request can include up to 100 questions.
Free Version Supported
Free Trial Not Supported

Pricing

$0/month
The Free plan costs $0/month and includes 100 published interactions and 1,000 search requests per month, plus a 30-day Pro trial. Pro costs $299/month and includes 10,000 published interactions and 100,000 search requests per month. Pro overages cost $0.003 per search request, $0.02 per playbook learning, and $0.01 per profile learning. BYOC self-hosting is custom-priced.
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 Not Supported
In Person Not Supported

Training

Documentation Supported
Webinars Not Supported
Live Online Supported
In Person Not Supported

Company Information

Parallel
Founded: 2023
United States
platform.parallel.ai/play/decisions

Company Information

Reflexio
Founded: 2006
United States
www.reflexio.ai

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Categories

AI Decision Models Supported

Categories

Integrations

Claude Code Supported
Anthropic Not Supported
Azure OpenAI Service Not Supported
Braintrust Not Supported
Codex CLI Not Supported
Cursor Not Supported
DeepSeek Not Supported
Gemini Not Supported
LangSmith Not Supported
Langfuse Not Supported
Mem0 Not Supported
MiniMax Not Supported
Model Context Protocol (MCP) Supported
OpenAI Not Supported
OpenClaw Not Supported
OpenRouter Not Supported
Parallel Supported

Integrations

Claude Code Supported
Anthropic Supported
Azure OpenAI Service Supported
Braintrust Supported
Codex CLI Supported
Cursor Supported
DeepSeek Supported
Gemini Supported
LangSmith Supported
Langfuse Supported
Mem0 Supported
MiniMax Supported
Model Context Protocol (MCP) Not Supported
OpenAI Supported
OpenClaw Supported
OpenRouter Supported
Parallel Not Supported
Claim Parallel Decisions API and update features and information
Claim Parallel Decisions API and update features and information
Claim Reflexio and update features and information
Claim Reflexio and update features and information