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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

Picked by Agents is AI visibility monitoring for local businesses. It tracks whether AI assistants recommend a business, which competitors they name instead, and the reasons recorded in their answers. Monthly checks use customer questions about the business and its market. Reports bring together recorded answers, reasons and changes from a baseline. The standalone monitoring subscription costs $79 per month. A free pick report is available as a starting point. Optional white glove consulting and implementation are scoped and priced separately and are not required for monitoring. The project also publishes the Picks Index and open research datasets. Recorded assistant answers are observations, not evidence of bookings or revenue.

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 Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

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

Audience

Local business owners, marketing teams and agencies monitoring AI search visibility.

Support

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

Support

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

API

Offers API Not Supported

API

Offers API Not Supported

Screenshots and Videos

Screenshots and Videos

No images available

Pricing

Free
Free Version Supported
Free Trial Not Supported

Pricing

$79/month
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 Not Supported
In Person Not Supported

Training

Documentation Not Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Company Information

Lettertrace
United States
lettertrace.com

Company Information

Picked by Agents
pickedbyagents.com

Alternatives

Alternatives

MentionedOn

MentionedOn

Soxoa LLC
ShareOfAsk

ShareOfAsk

10 Seats Agency
Askray

Askray

Askray.ai

Categories

Categories

Integrations

ChatGPT Supported
Claude Supported
Claude Duet Supported
Claude for Legal Supported
Gemini Supported
Google AI Overviews Supported

Integrations

ChatGPT Not Supported
Claude Not Supported
Claude Duet Not Supported
Claude for Legal Not Supported
Gemini Not Supported
Google AI Overviews Not Supported
Claim Lettertrace and update features and information
Claim Lettertrace and update features and information
Claim Picked by Agents and update features and information
Claim Picked by Agents and update features and information