What Is the Opinion Graph?
The Opinion Graph is Untold Opinion's AI-powered analytics layer that sits on top of every poll. While standard poll analytics show you vote counts and percentages, the Opinion Graph goes deeper — it analyses the distribution of responses, detects the overall sentiment of the audience, and generates a plain-English summary of what the data actually means.
Think of it as having a data analyst on call 24/7 who reads every response and writes you a briefing note. Except it takes seconds, not hours, and it's free.
What the Opinion Graph Shows You
Sentiment Score
An overall positive, neutral, or negative sentiment rating for the poll, based on the distribution of responses and the nature of the options chosen.
AI Insight Summary
A 2–4 sentence plain-English summary of what the poll results reveal — written by AI, ready to copy and share.
Opinion Trends
How opinion is distributed across response options, with visual weighting to show where the majority and minority views sit.
Key Takeaways
Bullet-point highlights of the most significant findings — the things you'd want to tell a colleague in 30 seconds.
Social Share Post
A ready-to-post social media caption summarising the poll results — formatted for Twitter/X, LinkedIn, or Instagram.
Popularity Score
A composite score combining vote volume, engagement rate, and response velocity to show how much traction a poll is getting.
How the AI Generates Insights
The Opinion Graph uses a large language model to interpret poll data in context. It doesn't just count votes — it understands what the options mean, how the distribution of responses reflects audience sentiment, and what the results imply for the question being asked.
Response data is collected
Every vote is recorded in real time. The AI has access to the full response distribution — not just totals, but the pattern of how opinion is spread across options.
Context is applied
The AI reads the poll question and all answer options to understand what is being measured. A poll about climate policy is interpreted differently from one about product preferences.
Sentiment is assessed
Based on which options are winning and what those options represent, the AI assigns an overall sentiment direction — positive, negative, mixed, or neutral.
Insights are written
The AI generates a plain-English summary, key takeaways, and a social media post — all tailored to the specific poll and its results.
How useful do you find AI-generated insights compared to reading raw poll data yourself?
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Who Benefits Most from the Opinion Graph?
Researchers & analysts
Get an instant first-pass interpretation of results before diving into detailed analysis. Saves hours of manual work.
Content creators & journalists
Turn poll results into shareable social posts and article quotes in seconds. The AI writes the caption for you.
Product teams
Understand customer sentiment on feature requests or product decisions without needing a data science background.
Community managers
Share AI-generated summaries of community polls to keep members engaged with what their peers think.
Marketers
Use sentiment scores and insight summaries to inform campaign messaging and positioning decisions.
See the Opinion Graph in action
Create a free poll and watch AI turn your responses into instant insights.
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