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What is TraceRoot.AI?

TraceRoot.AI is an open-source platform powered by AI that focuses on observability and debugging, designed to help engineering teams rapidly tackle challenges in production environments. It integrates telemetry data into a cohesive, correlated execution tree, providing crucial insights into the causes of failures. AI agents utilize this organized structure to generate problem summaries, pinpoint likely root causes, and suggest actionable solutions, which can include creating GitHub issues and pull requests. Users benefit from an interactive trace exploration feature that includes zoomable log clusters and comprehensive views on spans and latency, along with insights directly tied to the codebase. To simplify instrumentation, lightweight SDKs for Python and TypeScript are available, supporting both self-hosted setups and cloud deployments through OpenTelemetry. A significant feature of this platform is its human-in-the-loop mechanism, which enables developers to engage with the reasoning process by selecting pertinent spans or logs, allowing them to validate the AI agent's conclusions with traceable context. This collaborative approach not only improves debugging efficiency but also gives teams increased authority and oversight in the issue resolution process, ultimately fostering a more proactive and informed development environment. Furthermore, the platform's design emphasizes user experience, making it accessible for teams of varying sizes and technical expertise.

What is Causality Engine?

Numerous attribution tools can show which advertisements a customer engaged with before completing a purchase, highlighting correlation. However, Causality Engine goes a step further by revealing how much your revenue would have been affected if those advertisements had not been executed, thereby proving causation. By employing causal inference—akin to the statistical methods used in clinical drug studies—we evaluate the actual additional revenue produced by each marketing channel. This methodology guarantees that the outcomes are purely the result of marketing initiatives without any external influences or alterations. The calculations can be easily understood: for example, if Meta indicates a 4.2x ROAS, yet your total revenue remains the same after a 30% reduction in spending, it suggests those conversions would have occurred anyway. Causality Engine accurately quantifies this phenomenon. By integrating your GA4 and Shopify data, you can obtain your preliminary causal analysis in under five minutes. There’s no requirement for tracking pixels, cookies, or complex integrations—just upload your data to identify which channels are genuinely facilitating growth versus those that only take credit for existing gains. The service provides a one-time analysis for $99, and ongoing insights are offered for $299 each month, enabling businesses to continuously monitor their marketing performance and revenue contributions. This approach fosters a deeper understanding of marketing effectiveness over time, allowing for more informed decision-making.

Media

Media

No images available

Integrations Supported

CAMEL-AI
GitHub
Google Analytics
JavaScript
Meta Ads
Notion
OWL
OpenTelemetry
Python
Shopify
Slack
TypeScript

Integrations Supported

CAMEL-AI
GitHub
Google Analytics
JavaScript
Meta Ads
Notion
OWL
OpenTelemetry
Python
Shopify
Slack
TypeScript

API Availability

Has API

API Availability

Has API

Pricing Information

$49 per month
Free Trial Offered?
Free Version

Pricing Information

$99/month
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

TraceRoot.AI

Date Founded

2025

Company Location

United States

Company Website

traceroot.ai/

Company Facts

Organization Name

Causality Engine

Date Founded

2023

Company Location

Netherlands

Company Website

causalityengine.ai

Categories and Features

Categories and Features

Marketing Attribution

Attribution Modeling
Audience Segmentation
Conversion Tracking
Cross-Channel Attribution
Customer Journey Mapping
Multi-Touch Attribution
Predictive Analytics
ROI Tracking

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