Published November 2026 · 9 min read
SurveyCat vs. Survey Coder Pro: An Honest Comparison
If you are looking for a Survey Coder Pro alternative, or deciding between the two, the good news is that both tools take the same basic approach: AI proposes a codebook, a researcher approves it, every response is coded against it, and the codes come back as data. The differences are in price, how much workflow sits around the coding, which files you can bring, and what happens to your data. This page sets them out side by side, including where Survey Coder Pro is the stronger choice.
The Short Answer
Choose SurveyCat if you want
- the lowest cost per coded response, or a monthly plan
- SPSS or Stata files back in the same format, labels intact
- no response data kept after you've downloaded
- a simple file-in, review, file-out workflow
Choose Survey Coder Pro if you need
- hierarchical codebooks with nets
- banner tables with significance testing
- a multi-person review inbox and client approval links
- 17 listed response languages or EU data residency
Price per Coded Response
Both tools charge per coded response, and neither tool's credits expire. Survey Coder Pro sells four one-time packs, all with the same features. SurveyCat sells one-time packs and also offers monthly plans.
| SurveyCat | Survey Coder Pro | ||||
|---|---|---|---|---|---|
| Starter pack | $25 · 850 | ≈2.94¢ | Starter | $100 · 750 | 13.3¢ |
| Growth pack | $75 · 2,750 | ≈2.73¢ | Pro | $199 · 2,000 | 10¢ |
| Pro Pack | $200 · 8,000 | 2.5¢ | Studio | $399 · 5,000 | 8¢ |
| Fat Cat pack | $575 · 30,000 | ≈1.92¢ | Enterprise | $999 · 14,000 | 7.1¢ |
| Research Starter | $100/mo · 4,000/mo | 2.5¢ | |||
| Research Monthly | $200/mo · 10,000/mo | 2¢ | |||
| Research Pro | $500/mo · 30,000/mo | ≈1.67¢ | |||
Price per credit. Survey Coder Pro prices from surveycoder.io as of November 2026. Unused monthly credits roll over while your plan is active.
What that means for real studies:
- 5,000 coded responses: Survey Coder Pro's Studio pack is $399. On SurveyCat, the Fat Cat pack ($575, 30,000 credits) covers it with credits left over.
- 14,000 coded responses: Survey Coder Pro's Enterprise pack is $999. On SurveyCat, Research Pro is $500 for 30,000 credits that month.
One difference to factor in: on SurveyCat credit packs, AI category suggestions cost 5 credits per question and each AI refine costs 3. Both are included on monthly plans, and typing your own codeframe is always free. Survey Coder Pro's free trial is larger: 250 responses, against SurveyCat's 80 free credits.
Feature by Feature
| SurveyCat | Survey Coder Pro | |
|---|---|---|
| Codebook review before coding | Yes: edit, merge, rename, delete, or AI refine. Nothing is coded until you approve. | Yes: merge, rename and set the threshold for new codes. Clients can approve through a link and comment code by code. |
| Bring your own codeframe | Type or paste your category names (free). | Import an Excel codebook with code numbers, definitions and examples. |
| Review after coding | Low-confidence and uncodable answers flagged. Per-response and bulk recoding (add, remove, replace a code), filters, search and keyboard shortcuts. Downloadable review log of AI vs. final codes. Every account. | Confidence flags with an adjustable review threshold and a needs-review filter. Proposed new codes go to a shared inbox to assign, approve or dismiss. Corrections logged with who, before and after. |
| Multiple codes per answer | Yes | Yes |
| Codebook structure | Flat list of codes. Build nets in your tab software from the 0/1 columns. | Three-level hierarchy (category, subcategory, code) with nets. |
| Crosstabs / banners | Crosstabs by any column with an Excel export, on a base of people who answered (Research Monthly and Pro). | Banner tables with bases, nets and 95% significance in Excel (open beta). |
| Files you can upload | CSV, Excel, SPSS (.sav, .zsav, .por), Stata (.dta) | .sav, Excel, CSV |
| What you get back | Your original file, in the same format, with labelled 0/1 columns per code. Value labels and missing codes kept. | Excel or SPSS .sav with numeric codes and value labels, plus R and CSV. Adding codes to your original .sav is in beta. |
| Tracking waves | Saved, versioned codebooks with stable variable names (Research Pro). | New waves inherit the codebook, with definitions and examples. New codes arrive as proposals. |
| Languages | Not formally listed. Test your language on the free credits. | 17 response languages listed. |
| Team use | One login a team shares. | Shared review inbox with assignment. |
| Response data | Not stored. Uploads deleted within 30 minutes, results within an hour. | Stored in the EU (Ireland, Netherlands). Removed from production on deletion, backups within 30 days. |
| AI provider | OpenAI API. Not used for training. | Anthropic Claude. Not used for training. |
| Pricing model | One-time packs or monthly plans. | One-time packs. |
Survey Coder Pro details from surveycoder.io as of November 2026.
Where SurveyCat Is the Better Fit
Cost at volume
The gap is largest for teams coding every month. Survey Coder Pro's best rate is 7.1¢ per coded response on a $999 pack. SurveyCat's Research Pro is ≈1.67¢, and its biggest one-time pack is ≈1.92¢. For an agency coding tens of thousands of responses a quarter, that difference pays for a lot of senior review time.
Your file, round-tripped
SurveyCat returns the file you uploaded, in the same format, with every original variable, label and missing-value code intact and the codes appended. That includes Stata .dta, not only SPSS. See how it works in SPSS and in Stata.
Nothing kept
SurveyCat never writes response text to its database. Uploads are deleted within 30 minutes (and as soon as coding starts), coded results within an hour, so there are no backups of client verbatims to account for. If your clients' contracts say "do not retain respondent data", that is an easy conversation.
Review included on every account
Flags, per-response and bulk recoding, keyboard shortcuts and the review log are available to everyone, including free accounts. Edits save straight into the file and update the breakdown and crosstabs.
Where Survey Coder Pro Is the Better Fit
- Hierarchical codebooks. If your deliverables need category, subcategory and code levels with nets computed for you, Survey Coder Pro does that inside the tool. With SurveyCat you build nets from the 0/1 columns in your tab software.
- Banner tables with significance. Survey Coder Pro's banner tables (open beta) include 95% significance testing. SurveyCat's crosstabs show percentages and bases, without significance tests.
- Multi-person workflow. A shared inbox with assignment, client approval links and a per-person correction log suit larger coding teams. SurveyCat is one shared login with a review log.
- Codebooks with definitions. Survey Coder Pro imports code definitions and examples. SurveyCat works from category names (plus a context note per question).
- Languages and residency. Survey Coder Pro lists 17 response languages and stores data in the EU.
Switching From Survey Coder Pro
- Upload the same .sav, Excel or CSV file you would have used.
- On the column picker, tick "Skip AI suggestions, I'll type my own categories" and enter the code labels from your existing codebook, in the same order. This step is free.
- Run the coding, then open Check & edit codes and start with the flagged answers.
- Download the file and the review log. On Research Pro, save the codeframe as a codebook for the next wave.
The best test is a study you have already coded. Run it through both tools and compare agreement with your final codes. SurveyCat's 80 free credits cover a small sample. For a fuller benchmark, the Starter pack is $25.
Frequently Asked Questions
Is SurveyCat cheaper than Survey Coder Pro?
Per coded response, yes: ≈1.92¢ to ≈2.94¢ on packs and ≈1.67¢ on Research Pro, against 7.1¢ to 13.3¢. Add 5 credits per question if you use AI suggestions on a pack.
Do both let me fix the AI's codes?
Yes. Both flag uncertain answers and let you correct codes. Survey Coder Pro adds a team inbox and per-person logging. SurveyCat focuses on speed: bulk recoding of filtered groups and keyboard shortcuts.
Which works with Stata?
SurveyCat reads and writes .dta. Survey Coder Pro's site lists .sav, Excel and CSV.
Benchmark SurveyCat on Your Own Data
80 free credits, no credit card. Code a study you've already coded and compare.
Start Free →The SurveyCat Team
SurveyCat is a self-serve verbatim coding tool for researchers, analysts and agencies. AI suggests, you decide.