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AI & InsightsOpinion Graph 7 min read

Opinion Graph: AI Sentiment Analysis for Every Poll

Raw response counts tell you what people chose. The Opinion Graph tells you what they actually think — with AI-powered sentiment analysis, trend detection, and key insight extraction for every poll and survey.

AI
LLM-powered analysis
Live
Trend detection
1-click
Share insights
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Beyond Bar Charts: What the Opinion Graph Does

Most polling tools show you a bar chart and call it analysis. The Opinion Graph goes further. It uses a large language model to read your response data and generate structured insights: overall sentiment score, key themes, notable patterns, and specific findings like "72% of respondents prefer Option A" or "Negative sentiment increased after Question 3."

Every poll and survey on Untold Opinion has its own Opinion Graph — a dedicated AI analysis dashboard that turns raw votes into actionable intelligence.

What the Opinion Graph Analyses

Overall Sentiment Score

A 0–100 sentiment score showing whether responses skew positive, neutral, or negative. Updated live as new responses come in.

Trend Analysis

Detects shifts in opinion over time. Identifies if sentiment is improving, declining, or polarising as more people respond.

Key Insights

AI-generated bullet points summarising the most important findings: top preferences, surprising patterns, and notable outliers.

Theme Clustering

Groups responses by theme, even for open-ended questions. Surfaces the topics that matter most to your respondents.

Shareable Insight Posts

Each insight can be shared as a ready-made social post with your poll title, URL, and QR code — one click to Twitter, LinkedIn, WhatsApp, or Facebook.

Full Report Sharing

Share the entire Opinion Graph as a report link. Anyone with the link can view the AI analysis without needing an account.

Quick Poll — Vote & See Results

How do you currently analyse your poll or survey results?

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Example Opinion Graph Insights

"72% of respondents prefer Feature A over Feature B — strongest preference among 18–34 age group."

"Negative sentiment increased significantly after Question 3, suggesting the pricing question is a pain point."

"Top concern across all responses: data privacy. Mentioned or implied in 61% of open-ended answers."

"Overall sentiment: 78/100 (Positive). Respondents are enthusiastic about the product concept but cautious about pricing."

"Trend: Positive sentiment has increased 12 points over the last 48 hours as more responses come in."

Opinion Graph Performance

Sentiment detection accuracy91%
Key insight relevance88%
Trend detection speed94%
Shareability of insights97%

See the Opinion Graph in action

Create a poll, collect responses, and get AI-powered insights — free.

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