Agents | PromptSquad

Topic Sentiment Analyzer

Written by Chris Battis | Feb 18, 2026 5:30:16 AM

What It Does

Discover what people are saying about any topic, anytime. Dive into engaging discussions, analyze diverse perspectives, and uncover insights hidden in public conversation. The agent synthesizes sentiment from multiple sources — social media, forums, reviews — into a clear positive/negative/neutral breakdown with key themes and notable quotes.

Inputs Required

  1. Topic, brand name, or keyword to analyze
  2. Time frame or context (optional)
  3. Source preferences (optional)

How to Use

  1. Go to the agent link below
  2. Enter the topic or brand you want to analyze
  3. Optionally specify time frame and sources
  4. Review the sentiment breakdown and key themes
  5. Use the insights for strategy, messaging, or risk assessment
Demo Script

Let's check sentiment on 'AI in customer service' right now... The agent shows 62% positive, 24% neutral, 15% negative. Top positive themes: speed and availability. Top negative: 'feels impersonal.' That tells me exactly how to position our messaging.

Frequently Asked Questions

How does AI sentiment analysis work?

The agent processes text from public conversations, reviews, and discussions to classify opinions as positive, negative, or neutral. It goes beyond simple keyword counting — it understands context, sarcasm indicators, and intensity. The output includes an overall sentiment score, a breakdown by theme (what specifically people are positive or negative about), and notable quotes that represent the dominant viewpoints.

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