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What is SentimentStack?

SentimentStack is an advanced AI visibility platform built to help brands understand, track, and improve how they appear across modern AI-driven search and assistant platforms. It continuously monitors brand presence across systems such as ChatGPT, Claude, Gemini, Perplexity, and Google, providing a unified view of visibility across multiple channels. The platform offers detailed analytics, including visibility scores, average rankings, prompt tracking, and competitor benchmarks, all presented in an intuitive dashboard. Users can analyze how AI engines respond to real-world queries and determine whether their brand is being recommended or overlooked. SentimentStack enables teams to run controlled experiments, allowing them to test specific changes, compare results against control groups, and measure true impact on visibility. Its knowledge context engine builds a dynamic and evolving representation of a brand, incorporating products, customer personas, competitors, and messaging guidelines. This ensures that all insights, recommendations, and analyses are grounded in accurate brand context. The platform also provides tools for citation tracking, helping users identify which sources AI engines rely on and where gaps exist. Content auditing features offer actionable recommendations to improve alignment with AI-driven search behavior. Automated alerts notify users of any drops in visibility, ranking changes, or competitor advancements. SentimentStack supports SERP tracking alongside AI monitoring, giving a complete picture of both traditional and AI-based search performance. Its reporting tools allow teams to track long-term trends and share insights across stakeholders. By combining experimentation, analytics, and automation, the platform enables continuous optimization of brand visibility. Ultimately, SentimentStack helps organizations stay ahead in a digital environment where AI-generated answers are becoming the primary source of information discovery.

What is Sanbi.ai?

Sanbi.ai is a digital platform dedicated to improving the AI search visibility of brands, marketing teams, and agencies. By leveraging continuous prompts across various AI search engines, including ChatGPT, Gemini, Perplexity, Claude, and Google AI Mode, it evaluates aspects like brand mentions, recommendations, rankings, sentiment, citations, and the competitive landscape. Users have the capability to explore the webpages and domains cited in AI-generated responses, assess visibility linked to prompts, specific products, or geographic regions, and monitor changes over time. Additionally, the platform provides website health checks, tailored content suggestions, and tools for engaging in discussions that may influence AI-generated outcomes. Subscription options include daily audits and competitor analyses, with specialized plans available for agencies overseeing multiple brands. The inclusion of a Model Context Protocol server allows clients to access their Sanbi project data via compatible assistants, significantly improving usability. A free report offers a one-time summary, whereas the subscription services enable ongoing tracking and monitoring of brand visibility amid the ever-changing AI landscape. This holistic approach ensures that users stay updated on their performance metrics, empowering them to refine their strategies as needed while adapting to new trends in AI search visibility. Ultimately, Sanbi.ai serves as a vital resource for brands aiming to enhance their digital presence in an increasingly competitive environment.

Media

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Integrations Supported

ChatGPT
Claude
Gemini
Perplexity
Google AI Overviews
Microsoft Copilot

Integrations Supported

ChatGPT
Claude
Gemini
Perplexity
Google AI Mode
Model Context Protocol (MCP)

API Availability

API Availability

Has API

Pricing Information

$79/month

Pricing Information

$50/month
Starter is $50/month, or $37.25/month with annual billing. Higher plans are listed at $99/month and $349/month. A 7-day free trial is offered. A one-time free visibility report is also available; it is not an ongoing free subscription.
Free Trial Offered?

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Standard Support
Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub

Company Facts

Organization Name

SentimentStack

Date Founded

2026

Company Location

Australia

Company Website

sentimentstack.com

Company Facts

Organization Name

Sanbi.ai

Date Founded

2025

Company Location

United States

Company Website

sanbi.ai/

Categories and Features

Categories and Features

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