Comparison

    Survey Coder vs NVivo

    NVivo, by Lumivero, is qualitative and mixed-methods analysis software, and it works with surveys too: it imports responses from Qualtrics or SurveyMonkey and exports to SPSS. The difference is what job each one is built for.

    Where they are alike

    • Both work with open-ended survey responses and cross them with respondent variables.
    • Both use AI for coding, and in both the analyst reviews and edits the result.
    • Both export to SPSS.

    Where they differ

    Built for
    Survey CoderOpen-ended survey responses: NPS, satisfaction, concept tests, trackers.
    NVivoQualitative and mixed-methods analysis: interviews, focus groups, documents, audio and video, and surveys.
    How it uses AI
    Survey CoderBuilds the codebook from your responses, or applies the one you already use, and codes every response.
    NVivoOn survey import it groups responses by question and can detect sentiment. With coding enhancements enabled, it can also autocode themes, or propose coding for the rest based on what the analyst has already coded, for the analyst to review. Its AI Assistant, a paid add-on, suggests child codes and writes summaries.
    What you take away
    Survey CoderThe codes as columns attached to each respondent, in your .sav or an Excel file; from a .sav, also the tab book with banner and significance.
    NVivoCoding matrices (for example, respondents × codes) you can export to a spreadsheet or to a new .sav file.
    Waves of an ongoing program
    Survey CoderThe next wave inherits the same codebook automatically, so the trend is comparable.
    NVivoYou export the codebook (.qdc) and import it into another project to reuse the structure.
    How you pay
    Survey CoderPer coded response, one-time purchase. Credits never expire.
    NVivoIndividual or organization licenses, annual or perpetual, by type (student, academic, government & non-profit, commercial). The AI Assistant is paid separately. Check its store for current prices.

    What we say about NVivo comes from Lumivero's pages and the NVivo 15 help, as of September 23, 2026. Lumivero has announced a new version, NVivo AI Cloud, for October 6.

    When NVivo is the better fit

    If your team also analyzes in-depth interviews, focus groups, documents or video, NVivo covers all of that in one project, with queries to cross your coding. Survey Coder does not do that: it is built only for open-ended survey responses.

    When Survey Coder is the better fit

    If your work is a survey program — a monthly NPS, a brand tracker, concept tests — and the codes need to come back into your data as variables and end up in tables, wave after wave with the same codebook. That is what it is built for: AI does the first pass and your team puts its judgement where it's actually needed.

    What one company found when it compared

    A services company compared our coding of its NPS with its own, across every response. They agreed on around 96% — and when it reviewed the differences, it found several came from errors in its own coding.

    A typical study of 5,000 to 8,000 comments is coded in under an hour.

    Five questions that decide it

    You do not need to believe either page. These questions decide it, and they apply to any vendor — including us.

    1. 1

      Do you analyze only surveys, or interviews and documents too?

      If it is everything, a general qualitative analysis program makes sense. If it is surveys, look for something built for surveys.

    2. 2

      What do you need at the end: the codes in your data, or the tables too?

      Both export to SPSS. Ask whether the result lands in your own file, one row per respondent, and whether it includes the tab book or someone builds it afterwards.

    3. 3

      Do you measure in waves and need the same codebook in all of them?

      Ask to see how the codebook carries from one wave to the next, on your own data.

    4. 4

      Where is your data processed?

      NVivo 15's AI Assistant uses OpenAI; per its help (September 2026), that data is not used to train models and is deleted after each operation. Survey Coder uses Claude models, by Anthropic. Always ask.

    5. 5

      Do you pay per user or for what you code?

      With many occasional users or uneven volume, the pricing model changes the real cost a lot.

    Try it on your own comments

    250 responses free, no card. Upload a spreadsheet from your last NPS and compare the result with what you have today.