AI-Powered thematic Analysis

From open text to insights in seconds

Open text is a goldmine of insight, but digging through it is a nightmare. That's where AutoCategorise comes in - our AI-powered feature that conducts thematic analysis, automatically finding and grouping your feedback into meaningful themes faster than you can make a coffee.
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Graphic showing thematic analysis results in SmartSurvey.
Trusted by 600,000+ happy users

Say goodbye to manual analysis.
Let AI do all of the heavy lifting.

Stop reading, start acting

AI spots the themes that matter most, so you can fix problems before they grow.

Weeks of work in seconds

Analyse thousands of responses instantly - get answers while the feedback is still fresh.

Never miss what matters

Every piece of feedback understood instantly - catch issues before they escalate.

“Thematic Analysis has transformed our feedback analysis, saving us days of manual work with its remarkable speed, reliable accuracy, and data visualisations.”


Bryn Mabey, Communications Lead, Lewes District Council and Eastbourne Borough Council

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Calculate how much time Thematic analysis will save

Learn how much you can save with SmartSurvey

Input Parameters

Enter your survey details to calculate potential time and cost savings

Reading Time

Time saved in reading responses

0.00 hours

Total Time Saved

Combined time savings

0.00 hours

Including 0.00 hours for auto-categorization

Financial ROI

Value of time saved

£0.00

Based on £25/hour

* Calculations based on UK average reading speed of 225 words per minute

* Assumes average response length of 100 words

* Auto-categorization time calculated at 0.25 minutes per response

* Tags are automatically added to each response

What Thematic Analysis does for you

Save weeks of work

Skip the manual categorisation process entirely

  • Categorise feedback the moment it arrives
  • Eliminate days of manual work
  • Frees your team to solve problems

Spots risks early

Catch issues buried in feedback before it's too late

  • Identifies emerging problems automatically
  • Alerts you to urgent customer concerns
  • Catch problems early before they escalate

Set & forget

Automates categorisation for all incoming feedback

  • Works continuously once you switch on
  • Processes new responses the moment they arrive
  • Keeps your insights current without ongoing effort

Eliminate bias

Get an objective view of your customer feedback

  • Analyses comments without preconceived notions
  • Discovers unexpected themes you might overlook
  • Ensures consistent categorisation across responses

Use cases

Uncover root causes

Identify patterns in feedback to solve recurring issues

Thematic Analysis detects recurring themes in customer complaints, like staffing shortages or website glitches, helping CX teams uncover root causes. By addressing these issues, teams can improve service quality and boost customer retention.

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Graphic showing dissatisfied feedback themes uncovered in customer survey responses.
Graphic showing low eNPS score themes uncovered in survey responses.

Diagnose retention risks

Group feedback to uncover why employees leave

Thematic Analysis analyses employee feedback to uncover recurring themes like workload, career growth, and leadership issues. By identifying patterns in surveys and exit interviews, HR can address attrition risks and improve retention.

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Analyse public consultation feedback

Uncover key objections to major infrastructure projects

Thematic Analysis helps Local and Central government quickly organise unstructured feedback from public consultations highlighting key concerns like environmental impact, traffic disruptions, and costs, improving engagement and transparency.

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Graphic showing negative citizen feedback themes uncovered in survey responses.

FAQs

What is thematic analysis?
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Thematic analysis helps you spot patterns and themes in open-ended survey responses. Instead of reading through hundreds of comments manually, you can group similar ideas together to understand what people are really saying. SmartSurvey's Text Analysis feature lets you tag responses manually, whilst AutoCategorise (our thematic analysis tool) uses AI to do the heavy lifting automatically.

What is thematic analysis in qualitative research?
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In qualitative research, thematic analysis uncovers the deeper meaning behind what people tell you. Whether you're analysing interviews, focus groups or survey responses, it helps you identify recurring themes that go beyond just counting responses. SmartSurvey supports this with both manual Text Analysis tools and AI-powered AutoCategorise.

What is Braun and Clarke’s approach to thematic analysis?
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Braun and Clarke's method has six stages: getting familiar with the data, coding it, finding themes, reviewing them, naming them, and then writing up your analysis. SmartSurvey's AutoCategorise feature can help with the coding and theme-finding stages, saving you loads of time.

What is an example of thematic analysis in a survey?
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Imagine survey comments like ‘long wait time’, ‘slow service’, or ‘terrible delays’. Through thematic analysis, you'd group these into a theme called ‘Service Speed Issues’. With SmartSurvey, you can either tag these manually using Text Analysis or let AutoCategorise spot these patterns and group them automatically.

What is reflexive thematic analysis?
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Reflexive thematic analysis is where you, as the researcher, actively interpret what themes emerge from the data rather than following rigid rules. SmartSurvey supports this approach by letting you manually categorise responses with Text Analysis, or you can start with AutoCategorise suggestions and refine the themes based on your own insights.

Does SmartSurvey support automated thematic analysis?
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Yes. SmartSurvey offers both manual Text Analysis for hands-on thematic work and AutoCategorise for automated theme detection. AutoCategorise uses AI to group similar responses into themes automatically, whilst Text Analysis gives you complete control over how you categorise and analyse your data.

How does SmartSurvey’s AutoCategorise feature work?
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AutoCategorise reads through your open-ended responses and groups similar answers into themes automatically. You set up categories based on what you're looking for, and it sorts responses accordingly. You can then review, adjust or rename these themes using SmartSurvey's Text Analysis tools to make sure they match your research needs.

Does SmartSurvey support sentiment analysis?
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Yes. SmartSurvey automatically detects whether responses are positive, negative or neutral. This works alongside both Text Analysis and AutoCategorise (thematic analysis), so you can understand not just what themes emerge, but how people feel about each topic.

Can I apply thematic analysis to older survey responses?
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Absolutely. Whether your responses are from last week or last year, you can use SmartSurvey's Text Analysis and AutoCategorise features on any open-ended response in your surveys. This is perfect for comparing themes across different time periods or re-analysing data with fresh perspectives.

Is SmartSurvey suitable for academic and qualitative research?
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Yes, it is. SmartSurvey provides both manual Text Analysis tools for detailed thematic work and AutoCategorise for efficient pattern detection. This flexibility makes it suitable for rigorous academic research as well as commercial studies where you need quick insights from open-ended responses.