Analyze product survey data for pricing insights in minutes

Upload or paste your product survey responses → uncover what customers value, what they'll pay, and where your pricing strategy needs to shift

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Example insights from product survey data

Price-to-Value Mismatch
"I love the product but honestly the Pro plan feels like I'm paying for features I never use. I'd happily pay more for just the core stuff done really well."
Willingness to Pay at a Higher Tier
"If the reporting was more advanced I'd upgrade immediately — that alone would justify double what I pay now. That's the one thing holding me back."
Freemium Conversion Friction
"I've been on the free plan for six months. I keep meaning to upgrade but I honestly can't tell what I'd actually get that I don't have now."
Competitor Price Anchoring
"Your competitor charges less and has a similar feature set — I'm staying because the onboarding was better, but I justify it to my boss every quarter."

What teams usually miss

Buried willingness-to-pay signals in open-ended responses

Most teams only look at rating scales and skip the open-text fields where respondents reveal exactly what they'd pay more for and why.

Segment-level pricing sentiment differences

When survey responses are read manually, patterns across customer segments — like SMB vs. enterprise — get flattened into a single average that hides actionable pricing opportunities.

Recurring objections that signal packaging problems

Phrases like "too expensive for what it is" or "confused about plan differences" repeat across dozens of responses but never get aggregated into a clear strategic signal without AI analysis.

Decisions you can make from this

Restructure your pricing tiers based on the features customers consistently say they value most versus the ones they report never using.

Set a confident price increase for your top plan after confirming that power users repeatedly signal high willingness to pay for advanced capabilities.

Redesign your freemium-to-paid upgrade flow based on the exact friction points and unmet expectations surfaced in survey responses from free-plan users.

Build a segment-specific pricing strategy for enterprise buyers after identifying that their value drivers and budget justification language differ significantly from SMB respondents.

How it works

  1. 1Upload or paste your data
  2. 2AI groups similar feedback into themes
  3. 3Each insight is backed by real user quotes

Analyze your product survey data and unlock smarter pricing decisions faster

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