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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

TraceRoot.AI is an open source, AI-native observability and debugging platform designed to help engineering teams resolve production issues faster. It consolidates telemetry into a single correlated execution tree that provides causal context for failures. AI agents operate over this structured view to summarize issues, pinpoint likely root causes, and even suggest actionable fixes or draft GitHub issues and pull requests. It offers interactive trace exploration with zoomable log clusters, span and latency views, and code-linked insights. Lightweight SDKs for Python and TypeScript enable seamless instrumentation using OpenTelemetry, with support for both self-hosted and cloud deployment. Human-in-the-loop interaction is central: developers can guide reasoning by selecting relevant spans or logs, then verify agent reasoning through traceable context.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

AI reliability leaders at regulated enterprises who need to evaluate, monitor, and control autonomous agents during live production runs

Audience

Engineering and DevOps teams in need of a tool to fix bugs faster by using AI-guided, trace-based debugging with contextual reasoning and streamlined GitHub integration

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

$250 per month
Free Version
Free Trial

Pricing

$49 per month
Free Version
Free Trial

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
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Prefactor
Australia
prefactor.tech/

Company Information

TraceRoot.AI
Founded: 2025
United States
traceroot.ai/

Alternatives

Alternatives

Traccia

Traccia

Algen AI
Arize Phoenix

Arize Phoenix

Arize AI
TelemetryHub

TelemetryHub

TelemetryHub by Scout APM

Categories

Categories

Integrations

GitHub
Python
Slack
TypeScript
Amazon Bedrock
Amazon S3
AutoGen
Code Llama
Datadog
Google Workspace
Grafana Cloud
Haystack
LangChain
LlamaIndex
Notion
OWL
Okta
PagerDuty
PydanticAI
Snowflake

Integrations

GitHub
Python
Slack
TypeScript
Amazon Bedrock
Amazon S3
AutoGen
Code Llama
Datadog
Google Workspace
Grafana Cloud
Haystack
LangChain
LlamaIndex
Notion
OWL
Okta
PagerDuty
PydanticAI
Snowflake
Claim Prefactor and update features and information
Claim Prefactor and update features and information
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