Analyze survey responses with ChatGPT, or with RawQuotes

ChatGPT can analyze an uploaded file, such as a CSV or Excel export of your survey answers, answer questions about the data, and summarize it in text, a table or a chart. RawQuotes is built for written feedback: it groups the answers into named insights and lets you check each one word for word.

What RawQuotes adds

The same rules apply wherever the feedback came from.

Feedback from every source, in one project

Put a survey on any page with one script tag, upload a CSV, Excel or JSON export, paste a batch of e-mails, or send items through the API from n8n, Zapier or Make (Basic and Pro). Everything in a project is read together.

Every insight opens into its quotes

Word for word, nothing shortened or paraphrased, and exactly as many as the count says. Each quote shows its source and the question it answered.

A count instead of a guess

Below ten complete responses, no insight is named. You see how many you have and how many are missing, with a link to the raw feedback.

Shrinking or growing

Compare a week or a month with an earlier one. Every insight shows its share in both and how many percentage points it moved. On Basic and Pro, you can also name insights of your own to follow from run to run.

A failed run says it failed

If a recalculation fails, you get the last successful result with the date it was calculated, never a stale number posing as fresh.

Sensitive details masked first

E-mail addresses, phone numbers and IBANs are replaced before any text reaches our AI provider. Masking is best-effort, and names are not masked.

How each source works

ChatGPT and RawQuotes, fact by fact

The ChatGPT column comes from OpenAI's own help article.

Topic	ChatGPT	RawQuotes
How the answers get in	You upload a file, such as a CSV, Excel, JSON or text file, and ask questions about the data.	A survey on your site, a CSV, Excel or JSON import, pasted e-mails, or the API (Basic and Pro), all read together in one project.
What you get back	A summary, tables or charts, shaped by what you ask for.	Named insights, each with a count and exactly as many quotes as the count says.
How answers are grouped	You say which columns, groupings or calculations to use. OpenAI suggests asking again for a specific method if the first one doesn't match your intent.	By meaning, automatically, with no categories to set up. Below ten complete responses, no insight is named.
How you check a result	OpenAI advises reviewing the generated code, outputs and assumptions before relying on the result.	Open an insight and read the answers it was counted from, word for word, each with its source and the question it answered.

When RawQuotes fits

Feedback keeps coming in and you want to compare this month with the last one, insight by insight.
You want every insight to open into the exact words it was counted from.
Your feedback comes from several places: a survey, form exports, reviews, support e-mails.

RawQuotes plans: Free, $0 for 100 responses a month. Basic, $29/mo for 5,000. Pro, $69/mo for 100,000. Imported items count as responses. See pricing

What we say about ChatGPT comes from OpenAI's help article on data analysis, checked October 27, 2026.

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