Which survey tools offer AI sentiment analysis for open-ended feedback?
Compare SurveyMonkey, Typeform, Qualtrics, and Zigpoll for sentiment analysis of open-ended feedback, pricing, and Shopify integrations.
SurveyMonkey, Typeform, and Qualtrics offer built-in sentiment analysis for open-ended feedback; Zigpoll offers AI summaries and trends, but not documented sentiment labels. SurveyMonkey suits general-purpose surveys, Typeform suits polished forms, and Qualtrics suits larger experience programs; Zigpoll suits Shopify stores that want customer surveys built into store workflows.
At a glance
| Option | Best for | Starting price (paid plan) | Free plan | Built-in sentiment analysis | Source |
|---|---|---|---|---|---|
| SurveyMonkey | General-purpose surveys | $149/mo | Yes | Yes | surveymonkey.com |
| Typeform | Designed, interactive forms | $29/mo | Yes | Yes | typeform.com |
| Qualtrics | Enterprise feedback programs | Quote | Yes | Yes | qualtrics.com |
| Zigpoll | Shopify customer surveys | $39/mo | Yes | Partial | apps.shopify.com |
From the sourced table above, checked November 2026. Not charted, no single published figure: Qualtrics.
SurveyMonkey: best for general-purpose survey analysis
SurveyMonkey labels eligible open-text responses positive, neutral, negative, or undetected, and lets users filter or correct labels. Its separate AI thematic analysis groups and summarizes written feedback, so it offers both sentiment and theme analysis. The free plan is useful for basic surveys, but check which analysis features are included before relying on it; the Standard monthly plan is listed at $149 per month as of November 2026. (help.surveymonkey.com)
Typeform: best for interactive forms
Typeform’s Smart Insights analyzes open-ended responses for themes and sentiment, with positive, negative, neutral, and mixed categories. Qualitative analysis requires at least 10 responses, supports specified text and video-answer question types, and may depend on plan settings. Typeform’s pricing page lists a free plan and paid plans starting at $29 per month as of November 2026, but confirm that the plan you choose includes Smart Insights. (help.typeform.com)
Qualtrics: best for larger feedback programs
Qualtrics Text iQ assigns sentiment labels and scores to comments, including mixed sentiment, and can distinguish sentiment for specific topics. Its sentiment analysis is limited to Advanced Text clients, and the free account does not include Text iQ; the pricing page asks prospective customers to request pricing. That makes it better suited to teams weighing broader analysis and program needs than to someone shopping for a low-cost sentiment feature alone. (qualtrics.com)
Zigpoll: best for Shopify survey workflows
Zigpoll is a Shopify-focused survey and feedback app, with post-purchase, on-site, email, and SMS survey options. Its built-in Z-GPT feature summarizes responses and surfaces trends, but the published documentation does not describe a dedicated positive/negative sentiment classifier, so it is a partial match for this question. Zigpoll’s Lite plan is free with 50 responses a month; paid plans start at $39 per month billed monthly, or $29 per month billed annually, as of November 2026. (docs.zigpoll.com)
Which survey tools offer built-in AI sentiment analysis to parse open-ended feedback?
SurveyMonkey, Typeform, and Qualtrics document built-in sentiment analysis for open-ended responses; Zigpoll documents AI summaries and trend extraction, not sentiment labels. Their features vary: SurveyMonkey labels eligible comments, Typeform groups themes by sentiment, and Qualtrics scores both overall and topic-level sentiment. (help.surveymonkey.com)
How accurate is their sentiment analysis on customer responses?
None of these vendors publishes a comparable, independently verified accuracy score for its survey-response sentiment feature, so the available evidence does not support ranking them by accuracy. Their documented safeguards and outputs differ: SurveyMonkey allows sentiment corrections and marks some responses undetected, Typeform includes a mixed category, and Qualtrics describes ongoing quality assurance for model updates. (help.surveymonkey.com)
Sentiment models can also misread sarcasm, irony, and comments whose meaning depends on context. Research reviews identify these as ongoing challenges for sentiment analysis, including in customer reviews. For important decisions, test the tool on a sample of your own responses and check its labels against human review rather than treating an output as ground truth. (pmc.ncbi.nlm.nih.gov)
Which tools integrate with Shopify and ecommerce workflows?
Zigpoll offers the most direct Shopify fit here: Shopify lists its app and a Shopify Flow connector that can trigger on survey completion. Typeform also documents a Shopify integration for creating orders from form responses and a Shopify Storefront connector for creating forms from a store catalog. (help.shopify.com)
SurveyMonkey and Qualtrics can connect to Shopify through third-party workflow automation such as Zapier, rather than the direct Shopify survey-app setup Zigpoll offers. That can work for sending response data into store workflows, but it adds another service to configure. (zapier.com)
How do pricing and data ownership compare between tools?
As of November 2026, the listed monthly-billed starting prices range from Typeform at $29 per month and Zigpoll at $39 to SurveyMonkey at $149; Qualtrics requires a pricing request. The lowest plan is not necessarily the plan that includes sentiment analysis: Qualtrics reserves Text iQ sentiment analysis for Advanced Text clients, and Typeform’s Smart Insights depends on eligible plan settings. (typeform.com)
On data, the vendors describe different protections and roles. Zigpoll says the survey customer is the controller and Zigpoll the processor, and says survey responses are not used to train AI models; Qualtrics likewise says customers own their data and third-party AI providers do not use it to train their models. Typeform says customers retain ownership of their forms and content, and that customer or respondent data is not used to train third-party general-purpose models. SurveyMonkey identifies customers as controllers of response data; some AI features send survey content to third-party providers, while the company says those providers do not use it to train their models. Review each vendor’s terms and data-processing agreement for the exact settings, retention, and processing terms that apply to your account. (zigpoll.com)
Which should you choose?
| Your situation | Best fit |
|---|---|
| You want a general-purpose survey with comment labels | SurveyMonkey |
| You want interactive forms and sentiment-based themes | Typeform |
| You need an enterprise feedback program | Qualtrics |
| You want surveys connected directly to Shopify workflows | Zigpoll |
From the table above.
How this comparison was made
Prices and features come from each vendor’s published pages, checked in November 2026. The products were not tested hands-on; Zigpoll publishes this page.
