How to analyze open-ended poll responses live - without spreadsheets or AI bills

Open-ended questions get you the honest, specific answers multiple-choice never will. The catch: live, in front of a room, a stream of 80 free-text responses is unreadable. Most tools give you a word cloud (pretty, shallow) or a CSV you analyze later (too late). Here's a better middle path.

Why word clouds aren't analysis

A word cloud counts words, not meaning. "United Kingdom", "UK", and "Britain" become three separate blobs. "Too slow" and "it was slow" don't connect. You see *frequency of tokens*, not *what people actually said*.

Grouping by theme, deterministically

PollsLive's open-text Insights (a Pro feature) normalizes answers - lowercasing, light stemming, and a synonym/alias merge - then groups them into themes with example quotes and counts. "UK / United Kingdom / England" collapse into one theme; near-duplicate phrasings merge. Crucially it's rule-based and deterministic - there's no LLM call, so there's no per-use AI bill and no data sent to a third-party model.

You get the readability of a summary with the predictability (and zero marginal cost) of a deterministic engine.

The same question, two ways

Imagine you ask 80 people at an internal town hall one open question. A word cloud gives you something that looks like insight but isn't - a scatter of tokens where synonyms split apart and you can't tell a complaint from a compliment:

Open-text Insights takes those same 80 answers and collapses them into ranked themes - merging "meetings / too-many-meetings / sync overload" and "approvals / sign-off / slow reviews" - with a count and an example quote per bucket:

That second view is the difference between "people mentioned meetings a lot" and "a third of the company is blocked on meeting load - fix that first." One you can present; the other you can decide on.

When to use it

• Retros: "what slowed us down?" → three labelled buckets instead of a transcript.
• Events: a live audience question where you want themes on screen, not raw text.
• Classrooms: exit tickets grouped by misconception, so you know what to reteach.

And because every poll can also be a shareable results page, you can hand out a link afterward instead of pasting a spreadsheet. When you do need the raw rows, CSV export (Pro) is one click.

This is the feature we think is most under-priced in the market - competitors gate live theming behind expensive tiers or don't do it at all. See pricing.

Start with word cloud questions and question types.