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About

Prefactor is a real-time evaluation, observability, and reliability platform for production AI agents. It scores every run the moment it happens for quality, drift, cost, and data risk, then wires those evaluations into action so a failing agent is caught live instead of only appearing on a dashboard afterward. Teams can observe every model call, tool invocation, and decision as structured traces and spans, run LLM-as-judge, technical, qualitative, and custom evaluations on each step, and attach context from GitHub, Linear, Jira, databases, internal APIs, or other sources as ground truth. When a run crosses a defined threshold, Prefactor can block or throttle it, pause a sensitive action, or route it to a person for approval, modification, or rejection before execution, with every decision logged. The CLI discovers agents without a platform migration, while TypeScript and Python SDKs provide native support for LangChain, Claude, Vercel AI, OpenClaw, and LiveKit.

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

AI engineering and platform teams that need to evaluate, monitor, and improve production AI agents for quality, drift, risk, and cost in real time

Audience

Developers and engineering teams building and operating AI agents.

Support

Phone Support Not Supported
24/7 Live Support 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

Screenshots and Videos

No images available

Pricing

$250 per month
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 Supported
In Person Not Supported

Training

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

Company Information

Prefactor
Australia
prefactor.tech/

Company Information

Reflexio
Founded: 2006
United States
www.reflexio.ai

Alternatives

PRISM

PRISM

Block Convey

Alternatives

Traccia

Traccia

Algen AI
Molted

Molted

Molted.net
Deep Agents

Deep Agents

LangChain
Mistral AI Studio

Mistral AI Studio

Mistral AI

Categories

Agentic AI Supported

Categories

Integrations

Claude Code Supported
Cursor Supported
Gemini Supported
OpenAI Supported
OpenClaw Supported
Agent Development Kit (ADK) Supported
Anthropic Not Supported
Codex CLI Not Supported
Cohere Supported
CrewAI Supported
DeepSeek Not Supported
ElevenLabs Supported
Google Cloud Platform Supported
Grafana Cloud Supported
Haystack Supported
LangSmith Not Supported
Mistral AI Supported
New Relic Supported
Python Supported
Visual Studio Code Supported

Integrations

Claude Code Supported
Cursor Supported
Gemini Supported
OpenAI Supported
OpenClaw Supported
Agent Development Kit (ADK) Not Supported
Anthropic Supported
Codex CLI Supported
Cohere Not Supported
CrewAI Not Supported
DeepSeek Supported
ElevenLabs Not Supported
Google Cloud Platform Not Supported
Grafana Cloud Not Supported
Haystack Not Supported
LangSmith Supported
Mistral AI Not Supported
New Relic Not Supported
Python Not Supported
Visual Studio Code Not Supported
Claim Prefactor and update features and information
Claim Prefactor and update features and information
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