I redesigned Pilotly’s internal survey authoring tool from a configuration-heavy interface into a document-style editor, closing the gap between how researchers draft and how they program.
Pilotly is a SaaS market research platform that tests various forms of media, like TV shows, movies, and podcasts for major content studios like Amazon, Disney, Netflix. Our work spans title testing, rough cuts, episode binges, and more. Each format has its own survey type and reporting needs, and our researchers program every survey using the tool I designed.
At Pilotly, researchers draft questionnaires with clients in Google Docs, then translate the draft into our internal tool, Survey Create, to program it. Collaboration lived outside the tool, programming lived inside, and every edit required reconciling both.
The interface didn't help — critical question details hidden in modals, container-heavy architecture, and several features that required engineering intervention to ship. The tool wasn't failing. It just wasn't aligned with how researchers actually worked.




To get a sense of how survey authoring tools function, I pulled apart Qualtrics, Typeform, and SurveyMonkey, analyzing user flows, information architecture, and feature sets.
My first iteration looked a lot like Qualtrics and SurveyMonkey — panels and containers replacing modals and hidden actions. After 1:1 reviews with researchers across our four core user segments, the synthesis was clarifying: yes, easier to use. No, it didn't fix the underlying workflow.
In an in-person designathon with the CEO and Head of Product, we landed on a different question:
I tested both the upload concept and the doc-like interface with the same researchers. The affinity map clustered around one theme:
The real friction wasn't a missing automation. It was the gap between how researchers draft surveys and how they're forced to program them.



We deprioritized the doc-upload flow and committed fully to the document-like interface. Think Notion for survey programming.
Engineering wanted to keep the save-button-per-question pattern from Survey Create. I was in document-world, where autosave felt essential. We shipped autosave on an architecture that wasn't fully stable and started seeing bugs — work not saving, errors appearing, editing behaving strangely.
We should have launched with manual save and layered autosave once we'd validated. The lesson wasn't about save patterns. It was that conviction has to come with humility — especially when the people closest to the system are telling you something.
Survey Editor is the new platform for every Pilotly survey. It unlocked methodologies the old tool couldn't support — MaxDiff, MaxDiff pathing, a new Highlighter question — and removed engineering as the gatekeeper for features researchers used to file tickets for, including a question-linking feature first requested in 2022.