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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

Rithmo is the fact-checker for AI agents. It helps organizations prevent autonomous and managed agents from acting on stale, conflicting, or superseded business information. Rithmo continuously reconciles decisions made across meetings, messages, and operational systems so agents can work from the current business truth rather than simply the information they retrieve. When context changes, Rithmo can identify the discrepancy, provide the resolved answer with provenance, and prevent an agent from proceeding when the conflict cannot be safely resolved. As part of the AI agent governance and agent reliability stack, Rithmo provides decision history, provenance, supersession, and an audit trail showing what changed and why. Rithmo complements AI agent memory, orchestration, observability, security, and enterprise search by addressing a different problem: whether the business context driving an agent’s action is still true.

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 Not 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

Enterprises deploying AI agents, managed agents, or agentic AI workflows—particularly CIOs, CAIOs, CTOs, AI/platform teams, IT leaders, operations teams, and governance/risk teams responsible for reliable agent actions.

Support

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

Support

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

API

Offers API Supported

API

Offers API Not Supported

Screenshots and Videos

Screenshots and Videos

Pricing

$250 per month
Free Version Supported
Free Trial Not Supported

Pricing

No information available.
Free Version Not 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 Supported

Company Information

Prefactor
Australia
prefactor.tech/

Company Information

Rithmo
Founded: 2025
United States
rithmo.ai

Alternatives

PRISM

PRISM

Block Convey

Alternatives

Galileo

Galileo

Cisco
Traccia

Traccia

Algen AI
OpenWeave

OpenWeave

Seven Olives

Categories

Agentic AI Supported

Categories

Agentic AI Supported
AI Fact-Checking Supported
AI Governance Supported

Integrations

Active Directory Supported
Agent Development Kit (ADK) Supported
Amazon Bedrock Supported
Amazon S3 Supported
Auth0 Supported
AutoGen Supported
Claude Code Supported
Claude Duet Supported
Claude for Legal Supported
ElevenLabs Supported
Google Cloud BigQuery Supported
Grafana Cloud Supported
Linear Supported
OpenAI Supported
PagerDuty Supported
PydanticAI Supported
Snowflake Supported
Vercel Supported
Vercel AI Gateway Supported
Visual Studio Code Supported

Integrations

Active Directory Not Supported
Agent Development Kit (ADK) Not Supported
Amazon Bedrock Not Supported
Amazon S3 Not Supported
Auth0 Not Supported
AutoGen Not Supported
Claude Code Not Supported
Claude Duet Not Supported
Claude for Legal Not Supported
ElevenLabs Not Supported
Google Cloud BigQuery Not Supported
Grafana Cloud Not Supported
Linear Not Supported
OpenAI Not Supported
PagerDuty Not Supported
PydanticAI Not Supported
Snowflake Not Supported
Vercel Not Supported
Vercel AI Gateway Not Supported
Visual Studio Code Not Supported
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Claim Prefactor and update features and information
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