Preview: Agentic Survey Programmer in Metaforms

For the past year, thousands of survey programmers have used Metaform's Co-Pilot to transform typical 20-40 hour programming projects into 3-4 hour tasks. They upload questionnaires, prompt the AI to generate code blocks, and review the results.

Simple. Powerful. Four of the top 20 global research agencies now rely on it for over 4,000 surveys monthly.

But every breakthrough reveals the next challenge.

We kept hearing the same feedback: "The Co-Pilot is brilliant, but I'm still managing every step: Generate five questions. Create quota sheet. Sync to Decipher. Fix errors. Repeat."

Agentic Survey Programmer addresses this workflow management overhead.

While the Co-Pilot waits for your commands; Agentic Survey Programmer handles routine decisions independently. It reads your questionnaire, determines the logical sequence of tasks, and executes the entire programming workflow autonomously.

When it generates code, it immediately syncs to Decipher. When it encounters errors, it debugs them. When it identifies a MaxDiff question, it pulls in the necessary files.

You intervene only when your expertise is genuinely needed.

See Agentic Survey Programmer in action

Let's walk through a real example: a gaming console study with quotas, screening logic, and termination conditions.

You upload the questionnaire. It could be a Word doc with blue highlighted programming notes, a PDF with tables, or an Excel file with color-coded instructions. Agentic Survey Programmer handles any format.

The AI reads the screening section. It sees:

• "Study Sample Size: n=1000"
• "Age quotas with simplified bands: 18-34 (60%), 35-49 (40%)"
• "Terminate if under 18"
• "Create hidden variable for age groups"

Without any prompting, Agentic Survey Programmer:

1. Generates the age dropdown with appropriate ranges
2. Implements the termination logic for under-18 respondents
3. Creates the hidden age_group variable with punches for quota tracking
4. Automatically syncs to Decipher to verify the code
5. Identifies a minor syntax issue in the termination logic
6. Corrects it and re-syncs successfully
7. Highlights the completed programming notes in green
8. Moves to the gaming console ownership question

Without any prompting from you, it generates the complete dropdown with all age values, implements the termination logic, and creates the hidden YOUTH variable with appropriate quota punches.

Real-time transparency

The panel shows you everything:

• Programming notes appear highlighted in the questionnaire view
• Generated code displays in the editor
• The Tasks section tracks each action:
  
  • ✓ Synced successfully to Decipher
  • When errors occur: "Sync failed with 1 error(s). Fixing the sync errors..."
  • Multiple green checkmarks as it resolves issues and re-syncs

Handling complex logic

Moving through the survey, Agentic Survey Programmer encounters Q7's hidden respondent classification:

• "7.1. CASUAL GAMERS (Purchased game longer than 12 months ago but owns console) - CODED 6.3 OR 6.4"
• "7.2. CORE GAMERS - To qualify for 7.2, CORE GAMERS: CODED 5.4/5.5 IN Q5.1 & CODED 6.1/6.2 in Q6"

It parses these complex conditions, creates the hidden variables, and implements the classification logic—all while you simply observe.

The error resolution process

In the "Shop qualification and Experience Trigger" section, something interesting happens. The Tasks panel shows:

• ❌ Sync failed with 1 error(s). Fixing the sync errors...
• ✓ Synced successfully to Decipher
• ✓ Synced successfully to Decipher
• ✓ Synced successfully to Decipher

Agentic Survey Programmer encountered an error, diagnosed it, attempted fixes, and kept trying until the code worked—all autonomously. You didn't write a single prompt to fix it.

What this means for survey programming

The gaming console study would typically take a full day to program manually. With Agentic Survey Programmer, the AI handles the entire workflow in under an hour while you focus on what actually matters: ensuring the business logic matches client intent.

The idea isn’t to replace programmers—it's about respecting their expertise.

• Your senior programmers can finally tackle the genuinely complex challenges instead of spending time fixing syntax errors.
• Your junior programmers learn faster by reviewing AI decisions rather than debugging bracket placement.
• Your entire team delivers higher quality work because they're focused on logic, not logistics.

What happens next

Agentic Survey Programmer is currently in limited release with select Metaform customers. We're rolling it out gradually to ensure stability and gather feedback.

If you're interested in evaluating Agentic Survey Programmer for your team, schedule a demo. We'll use one of your actual questionnaires to show realistic performance on your specific use cases.

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