Sawyer Xavier

Our page was the clear loser aesthetically. Participants overwhelmingly found SimplePrints' description too wordy and disorganized. One participant said verbatim: "Do not use this app." Most participants said they wouldn't read paragraphs of copy before deciding to install. They skim, then decide.

Visual design signals product quality. Multiple participants directly equated app store page organization and image quality with their expected quality of the physical product; the better the page looked, the higher they rated what they'd receive.

Past experiences shape current evaluations more than the page itself. Prior bad experiences with similar apps made participants more skeptical across the board; good past experiences increased trust even for unfamiliar apps. The competitive landscape, including how users have been treated elsewhere, matters beyond anything on your own page.

Subscription models were strongly off-putting. Almost every participant said one competitor's subscription model reduced their likelihood to install, even for participants who were otherwise interested in that app. This signal was consistent across age groups and income levels.

A competitor's AI features challenged an internal assumption. Internal assumptions held that AI-assisted features posed a reputational risk with our user base. The data challenged this: the majority of participants reacted positively to a competitor's AI photo-organization tool, and not one reacted negatively. A useful signal for future product planning, and a reminder that assumptions about what users will resist are worth testing.

An unexpected discovery: users start their search on Google and AI tools, not the App Store. Participants overwhelmingly reported beginning their search through Google or AI tools before arriving at the App Store. This wasn't directly related to the conversion question we set out to answer, but it was a notable secondary finding worth flagging to broader stakeholders.

The core creation experience was frictionless. All 5 participants found the calendar easy and fast to make and were happy with the final product quality. No participant had meaningful suggestions for improvement to the basic creation flow. One participant had switched from a competitor after a disruptive change on that platform. She found Storytree's app easier to use and the product quality noticeably better, and stated she planned to switch permanently. This anecdote reinforced the broader frictionless experience finding rather than standing on its own.

Customization options were invisible to users. Despite a significant investment in customization features (backgrounds, custom date layouts, collages, and more), not one participant recalled seeing them, let alone using them. This was a meaningful finding, but an important detail shaped how we interpreted it: the customization options lived in a foldout menu at the bottom of the screen that was collapsed and hidden by default. That context reframed the question: was this a discoverability failure built into the UI, or had we built features that users simply didn't want? The data couldn't answer that on its own.

Support recovery drove deeper loyalty than the product itself. Two participants had experienced catastrophic order failures: one received a calendar with a serious printing defect from our fulfillment partner, another had accidentally set the wrong year and received a calendar that was completely unusable. Both participants were among the most enthusiastic respondents in the study. In each case, the explanation was the same: when they contacted support, the problem was fixed immediately and without friction. No pushback, no hoops, just a replacement calendar. One participant described the support experience as more meaningful than receiving the product itself. This was an emergent finding we weren't looking for. Notably, prior NPS surveys and customer interactions had already suggested that support quality was a major driver of loyalty and retention, but those were brief signals. These interviews gave us rich, detailed documentation of exactly how and why that dynamic played out.

The stated vs. revealed preference gap. The majority of respondents said they would never pay for a premium feature. Cross-referencing with account data showed that more than half of those same respondents had already purchased the custom back cover option. People's survey responses reflected their self-concept ("I'm not the type to pay for extras"), not their actual behavior. When a feature delivers clear value at a low, non-disruptive price point, purchase happens regardless of what customers say they'll do.

No clear winners among customization types. Across stickers, background patterns, color options, themes, and other features, responses were broadly distributed with no singular feature generating strong consensus interest. Customers generally wanted more options, but couldn't tell us which ones.

Customers were deeply anxious about complexity. This was an emergent finding from free-text responses, and arguably the most important one. SimplePrints' primary value proposition was its simplicity (the name says it all), and our primary demographic skewed toward older adults who were uncomfortable with technology. Across multiple open responses, customers expressed genuine anxiety about future changes to the app: not that they disliked the current features, but that they feared the app would eventually become too complex for them to use comfortably, forcing them to find an alternative. They didn't want to switch. They loved this app specifically because it didn't overwhelm them. This finding reframed how we thought about the product roadmap: more customization options wasn't the same thing as a better product for this user base.

Internalized stigma was the primary barrier, not external stigma. We entered the study expecting to find external sources of stigma (institutions, social judgment) as the main reason food-insecure people avoid seeking help. The data told a different story: the dominant barrier was internalized. People declined to seek assistance because of their own guilt, shame, or the belief that others were more deserving, not primarily because of how institutions treated them. Institutional stigma did appear in the literature, particularly in college campus food programs, but personal, self-directed shame was far more prevalent in our Reddit data.

Adaptive behaviors from food insecurity persist long after the scarcity ends. The most frequently coded theme (25 instances) was adaptive habits: food hoarding, gorging when food is available, eating once a day or less, skipping meals. Critically, many commenters reporting these behaviors described themselves as currently food secure; the habits developed during scarcity had become the default. One commenter described a fully stocked pantry and still eating once a day, "irrationally scared" of running out again. These are trauma responses, not present-day necessities.

Poor relationship with food was the second most common theme. Nineteen instances captured disordered eating patterns: anxiety around food, rationalizing minimal eating as healthy ("we don't have to eat 3 meals a day, that's a myth"), and difficulty distinguishing real hunger from conditioned restriction. Several commenters described losing the ability to feel hunger at all after years of going without.

Census data confirmed population-level patterns and revealed a striking assistance gap. The December 2024 Household Pulse Survey showed higher rates of anxiety, depression, and life dissatisfaction among food-insecure respondents, consistent with the literature. A notable finding: over half of respondents reporting some food insecurity in the prior 7 days did not use any food assistance programs, a pattern consistent with the internalized stigma and self-disqualification we observed in the Reddit data. The Census data also showed higher rates of food insecurity among female respondents, those aged 35–44, and those identifying as Black or Hispanic/Latino.