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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

Sentiment Search specialises in review insights for restaurants, coffee shops, pubs and cloud kitchens. We provide marketing, operations and guest experience teams with a range of sophisticated customer sentiment insights derived from review platforms, social platforms and internal feedback channels. These industry-specialised metrics can be used to benchmark every aspect of a restaurant against its competitors, pinpoint weaknesses and ultimately improve online ratings. Provide higher levels of management with an overall snapshot of your brand and identify underperforming venues. Get industry-specialized trends and track the shift in sentiment after staff changes, menu changes and refurbishments. Benchmark sentiment on a location-level and overall brand level against competitors.

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

Restaurants in need of a Marketing Analytics tool

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 Supported

API

Offers API Not Supported

API

Offers API Not Supported

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version Supported
Free Trial Not Supported

Pricing

No information available.
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 Supported
In Person Not Supported

Company Information

Lettertrace
United States
lettertrace.com

Company Information

Sentiment Search
Founded: 2019
United Kingdom
www.sentimentsearch.com

Alternatives

Alternatives

Categories

Categories

Integrations

ChatGPT Supported
Claude Supported
Gemini Supported
Google AI Overviews Supported

Integrations

ChatGPT Not Supported
Claude 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 Sentiment Search and update features and information
Claim Sentiment Search and update features and information