Evaluate AI survey programming — automatically
No more line-by-line comparisons. Upload your questionnaire and finished export, and we'll score Questra's accuracy across 5 dimensions. Free report in minutes.
Scorecard ReportOverall Score
92% accuracy — survey was programmed with minimal adjustments needed.
✓ All 24 questions present in correct order with matching types
△ Minor text differences in Q12 and Q18 instructions
Sample result — yours will be emailed as a PDF
Five dimensions, individually scored
Every scorecard measures five distinct areas of survey programming accuracy. Each one gets its own 0–100% score so you know exactly where AI excels and where human review is still needed.
Structure & Page Flow
Validates that the AI-generated survey contains the same questions, in the same order, with the correct question types and page groupings.
- Question count and ordering
- Question types (single-select, multi-select, grid, open-end, etc.)
- Page breaks and groupings
- Section headers and sub-groupings
Text & Formatting
Compares question labels, instructions, option text, and visual formatting to ensure nothing was lost or altered.
- Question and option labels
- Instructions and helper text
- HTML formatting and emphasis
- Special characters and encoding
Screeners & Terminates
Checks that screening questions, terminate points, and quota logic are correctly implemented so the right respondents continue.
- Screening question placement
- Terminate / disqualify rules
- Quota checks and limits
- Redirect URLs on termination
Logic & Routing
Evaluates skip logic, display conditions, and branching paths to make sure respondents see the right questions at the right time.
- Skip logic rules
- Display / show-if conditions
- Branching and piping paths
- Randomization and rotation
Piping, Loops & Variables
Assesses piped text references, loop constructs, and computed variables — the parts that typically require the most manual QA.
- Piped text and carry-forward references
- Loop / iteration constructs
- Computed and embedded variables
- Dynamic text substitutions
Free — no account required. Results in minutes.
Frequently asked questions
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Transform questionnaires into deployable surveys with a single workflow. No more hand-coding logic—just upload, program, and ship to Decipher, Confirmit, or your own platform.
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