Survey Coder Pro

    Comparison

    Survey Coder vs ATLAS.ti

    Both code open-ended responses with AI, and in both the analyst has the final say on the codes. The difference is not the AI: it is what job each one is built for.

    Where they are alike

    • Both use AI to propose codes from your responses.
    • In both, the analyst reviews and edits the codes the AI proposes.
    • Both cross codes with respondent variables.

    Where they differ

    Built for
    Survey CoderOpen-ended survey responses: NPS, satisfaction, concept tests, trackers.
    ATLAS.tiQualitative analysis in general: interviews, focus groups, documents and surveys.
    How it proposes codes
    Survey CoderBuilds the codebook from your responses, or applies the one you already use.
    ATLAS.tiAutomatic AI coding. With its Intentional AI Coding mode (in beta), you steer it by describing your intentions and concepts of interest.
    What you take away
    Survey CoderThe codes as new columns in your own Excel or .sav, one row per respondent, and the tab book with banner and significance.
    ATLAS.tiCode-document tables exportable to Excel, and an SPSS syntax export where codes become variables and each quotation is a case.
    Waves of an ongoing program
    Survey CoderThe next wave inherits the same codebook automatically, so the trend is comparable.
    ATLAS.tiYou export the codebook to Excel and import it into another project, per its manual.
    How you pay
    Survey CoderPer coded response, one-time purchase. Credits never expire.
    ATLAS.tiLicenses by user type (education, non-commercial & government, commercial, students, campus). Check its store for current prices.

    What we say about ATLAS.ti comes from its own pages and manual, as of September 23, 2026.

    When ATLAS.ti is the better fit

    If your team also analyzes in-depth interviews, focus groups or documents, ATLAS.ti covers all of that in one place, and it is built for exploring material carefully. 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, and for the team itself to run it without a specialist.

    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 workbench makes sense. If it is surveys, look for something built for surveys.

    2. 2

      Do you need the codes back as columns in your .sav or Excel?

      That is what lets you cross them with the rest of the questionnaire and tabulate them without rebuilding anything.

    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?

      ATLAS.ti's AI features run on OpenAI's GPT models: you opt in to them, can choose US or Europe processing, and a privacy mode switches them off. 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.

    Try it freeRequest a pilot

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