Structure your open-ended survey responses into clear themes and actionable insights so you can make faster, more confident product and business decisions.
The template
Survey Context
Summarize the survey goal, the audience it was sent to, and the specific question(s) you are analyzing.
Example: Post-onboarding survey sent to 120 new SaaS users after their first 7 days. Key question: "What almost stopped you from completing setup?"
Raw Response Log
Paste or list every open-ended response verbatim, numbered, so nothing gets lost or paraphrased before analysis.
Example: 1. "I couldn't figure out where to connect my data source." 2. "The tooltips disappeared too fast." 3. "Wasn't sure if I needed to invite my team first." 4. "The progress bar helped but I still felt lost after step 3."
Theme Clusters
Group responses by the underlying problem or topic they share, give each cluster a short label, and note how many responses fall into it.
For each theme, write one specific action the team should take, who owns it, and a rough priority level (high / medium / low).
Example: "Navigation confusion" → Redesign data source connection flow with inline guidance. Owner: Product. Priority: High. "Unclear onboarding progress" → Add a persistent progress tracker. Owner: Engineering. Priority: Medium.
How to use it
Collect and paste all responses Export your open-ended survey answers into the Raw Response Log section so every piece of feedback is in one place before you begin.
Read through once without categorizing Do a single pass of all responses to get a feel for the overall tone and recurring language before you start assigning themes.
Group responses into theme clusters Re-read each response and assign it to an existing theme or create a new one, then count how many responses belong to each cluster.
Define one action per theme For every cluster, write a single concrete next step, assign an owner, and set a priority so insights actually move to execution.
What it looks like filled in
Confusing Data Connection Step
"I spent 20 minutes trying to find where to plug in my spreadsheet — I nearly gave up entirely."
→ Add a prominent "Connect your data" CTA on the dashboard home screen with a short explainer video linked inline.
Unclear Progress During Setup
"I had no idea how many steps were left or if I had already missed something important."
→ Implement a persistent step-by-step progress bar visible throughout the entire onboarding flow.
Uncertainty About Team Invitations
"I wasn't sure if I was supposed to add my colleagues before or after I finished the initial setup."
→ Add a contextual tooltip on the team invite screen clarifying that invitations can be sent at any point after account creation.
Why teams skip the template
Manual grouping takes hours at scale Reading through hundreds of open-ended responses and hand-sorting them into themes is time-consuming and introduces inconsistency when different team members categorize the same response differently.
You miss low-frequency but high-impact signals When scanning manually, it is easy to over-weight the loudest or most repeated responses and accidentally ignore a small cluster of feedback that points to a critical churn risk or unmet need.
Insights go stale before they reach the team By the time you finish coding responses, writing up themes, and formatting a shareable summary, the window to act on timely feedback has often already closed.
Analyze your survey responses automatically — no template needed
