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Description

Lettertrace is a platform designed for open-source AI visibility monitoring that tracks the frequency with which AI models like Claude, ChatGPT, Gemini, and Google AI Overviews mention and endorse specific brands. Users input the topics their customers frequently inquire about, and the platform efficiently creates diverse natural prompts to observe how AI assistants respond to these queries. Each monitoring session generates valuable data points, enabling teams to assess visibility, prominence, sentiment, and share of voice related to various topics and models over time. Additionally, competitor analysis reveals how often competing brands are referenced, which entities are recommended by AI, and how a particular brand stacks up against its rivals. The generated reports transform raw AI responses into essential metrics that AEO and GEO teams rely on, such as brand visibility, share of voice, sentiment analysis, recommendations, and competitive standings. By offering scheduled monitoring options on a daily or weekly basis, the platform helps create actionable trend lines, while its multi-model analysis capability allows for a side-by-side comparison of results from different AI answer engines, providing a comprehensive view of brand performance. This multifaceted approach equips brands with the insights necessary to refine their strategies in an increasingly competitive marketplace.

Description

tobecited provides insights into how brands are represented in AI assistants. We take your specific purchasing inquiries and evaluate them using ChatGPT, Claude, Gemini, and Perplexity, tracking which brands receive recommendations and citations, while also benchmarking your presence against competitors that overshadow you. This process yields tangible outcomes rather than mere abstract metrics. Each response includes a direct quote from the source, allowing you to pinpoint the exact wording that led to a competitor’s recommendation in lieu of your brand, as well as the underlying reasons for this outcome. The initial audit is complimentary, requiring no credit card or sales interaction, and assesses all your questions across the four AI systems. Paid audits expand on the free version by providing detailed competitive analysis for each response, along with actionable strategies to address identified gaps—such as enhancements related to llms.txt, structured data, page titles, and FAQ sections tailored to your content. Additionally, ongoing monitoring involves re-evaluating the same questions on a weekly basis, enabling you to track any changes in your visibility in AI-generated responses over time.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

No images available

Integrations

ChatGPT
Claude
Gemini
Google AI Overviews
Perplexity

Integrations

ChatGPT
Claude
Gemini
Google AI Overviews
Perplexity

Pricing Details

Free
Free Trial
Free Version

Pricing Details

$19/month
Free Trial
Free Version

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Vendor Details

Company Name

Lettertrace

Country

United States

Website

lettertrace.com

Vendor Details

Company Name

tobecited

Founded

2026

Country

Spain

Website

tobecited.com

Product Features

Alternatives

Alternatives