AI-assisted QA for market-research surveys

Survey Programming QA, Simplified.

Review your survey questionnaire and programmed XML in one place. Identify programming inconsistencies, inspect survey logic, and streamline quality checks with AI-assisted analysis.

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Survey · Questionnaire vs. XML
Questionnaire
Programmed XML
Open
Open
Fixed
Illustration of the workspace layout — not a live screenshot.

Key features

Everything a programmer or reviewer needs to check a programmed survey against its questionnaire.

Questionnaire vs. XML Comparison

Compare questionnaire requirements against programmed survey XML to identify missing, extra, or mismatched elements.

AI-Assisted Programming QA

Use AI-assisted interpretation to analyze questionnaire intent, programming notes, and complex programming logic.

Issue Detection & Tracking

Review detected issues, inspect expected versus actual behavior, and track fixes across subsequent QA runs.

Question & Option Validation

Validate question text, options, codes, grids, and list completeness.

Conditional Logic Validation

Review asking conditions, termination rules, routing, and related logic for inconsistencies.

Hidden Variables & Punching

Analyze hidden variables, derived values, and mappings between respondent answers and programming variables.

Piping & Dynamic Lists

Review references to other questions, dynamically generated options, and transformed piped text.

Randomization & Formatting

Check supported randomization instructions, formatting requirements, anchors, and exclusive options.

Link Review Coming Soon

Open an authorized survey test link, automatically answer supported questions, navigate through pages, and record validation or navigation issues.

Project Collaboration

Organize projects and share project access with authorized team members.

How it works

Four steps from upload to confirmed fix.

Create or Open a Project

Access an existing project or create a new one to keep each survey's questionnaire, XML and findings together.

Why teams use it

SurveyQA AI is an assistance tool that supports human QA review — it does not replace it.

Reduce repetitive manual comparison
Identify potential programming inconsistencies earlier
Improve visibility into question mapping and complex logic
Track issues across analysis runs
Standardize QA workflows across projects
Support collaboration between programmers and reviewers

Need Access to the Platform?

Request an account to access the survey QA platform. Submit your details and explain how you intend to use the tool. The administrator will review your request and contact you about access.

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