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How to prepare quantitative survey data for AI analysis — and why everything researchers are trained to do for human analysis actively works against it. Six preparation steps that separate generic AI outputs from genuinely useful ones. By Kelsey Whitehead, VP of Insights & Innovation at Panoplai.
Digital Twins are moving from exploration into real decisions — but knowing when to use them vs. hybrid vs. human research isn't always obvious. This framework walks through five questions that help teams make a defensible, repeatable call every time.
A practical buyer’s guide to AI customer insights: 12 validation questions that help teams evaluate digital twins, synthetic data, and AI-generated insight before acting on outputs—grounded in rising data quality concerns and increasing resource pressure.
A new study from Northwestern University, SKEMA Business School, the University of Sydney, and Panoplai uncovers an unexpected trend in AI adoption among working parents. Instead of the busiest families embracing AI first, parents with more available time are four times more likely to trust and use AI tools. The research reveals the “AI Parenting Paradox,” showing that adoption depends not on technical ability or access, but on trust, cognitive bandwidth, and emotional comfort.
From discovery to purchase, TikTok is undoubtedly changing holiday shopping. Panoplai explored how consumer behaviors are shifting–both when it comes to TikTok as a whole and TikTok Shop, what drives user behavior changes, and what retailer strategies work best. Dive in to decide if taking the TikTok Shop plunge is right for your business!
While young men recognize the harm social media can cause, many still view their interactions as neutral, detached from their personal perspectives and mental states. Turns out more than half of young men (13-25) are exposed to the effects of misogynistic content on social media, whether directly or indirectly through their social circles.
With half of job-seeking grads using AI on a regular basis and 1 in 5 using it for job interview prep, the conversation heats up about whether this trend is good for applicants and orgs or an ethical disaster waiting to happen. As a rising college senior and a new Panoplai intern, I’m witnessing firsthand how AI is impacting my generation as we approach graduation.
Panoplai's survey findings reveal that despite Ozempic's soaring popularity online, its actual usage percentage remains low at 9%. Concerns voiced by respondents include worries about long-term health effects and drug dependency. The discrepancy between online hype and real-world usage raises questions about the drivers of Ozempic's popularity, prompting discussions about the role of marketing strategies and the need for informed decision-making.
