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About

Lettertrace is an open source AI visibility monitoring platform that measures how often Claude, ChatGPT, Gemini, and Google AI Overviews mention and recommend a brand. Users add the topics their buyers ask about, and the platform automatically generates natural prompt variations to monitor how AI assistants actually answer those questions. Every run becomes a datapoint, allowing teams to track visibility, prominence, sentiment, and share of voice per topic and model over time. Competitor benchmarking shows how often rival brands appear, which companies AI models recommend, and how a brand performs against each competitor. Reports turn raw AI answers into the metrics AEO and GEO teams need, including brand visibility, share of voice, sentiment, recommendations, and competitive performance. Scheduled monitoring can run daily or weekly to build actionable trend lines, while multi-model analysis makes it possible to compare results across answer engines side by side.

About

tobecited shows brands how they appear in AI assistants. We run your real buying questions through ChatGPT, Claude, Gemini and Perplexity, record who gets recommended and who gets cited, and compare you against the competitors that show up instead of you. The result is not an abstract score. Every answer comes with the verbatim excerpt behind it, so you can see the exact sentence where a competitor was recommended in your place, and the gaps that explain it. The first audit is free — no card, no sales call — and it puts every one of your questions to all four assistants. Paid runs add what the free one leaves out: the competitor breakdown behind each answer, and the fixes that close the gaps — llms.txt, structured data, page titles, FAQ blocks, written against your actual pages. Ongoing monitoring re-runs the same questions week over week, so you can see whether your visibility in AI answers is actually moving.

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

Marketing and brand teams needing to monitor how AI assistants mention, recommend, and position their brand against competitors over time

Audience

Marketing and SEO teams, founders and agencies at B2B SaaS, e-commerce and professional services companies — anyone whose buyers now ask ChatGPT, Claude, Gemini or Perplexity for recommendations before they open Google. Useful to in-house marketers who need to prove whether AI visibility is actually moving, and to agencies reporting it to clients.

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

No images available

Pricing

Free
Free Version
Free Trial

Pricing

$19/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

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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

Lettertrace
United States
lettertrace.com

Company Information

tobecited
Founded: 2026
Spain
tobecited.com

Alternatives

Alternatives

Categories

Categories

Integrations

ChatGPT
Claude
Gemini
Google AI Overviews
Perplexity

Integrations

ChatGPT
Claude
Gemini
Google AI Overviews
Perplexity
Claim Lettertrace and update features and information
Claim Lettertrace and update features and information
Claim tobecited and update features and information
Claim tobecited and update features and information