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The Secret Weapon: How Data Turned a Creative Idea into a Proven Product

  • Writer: Panos Moutafis, Ph.D.
    Panos Moutafis, Ph.D.
  • Sep 25, 2025
  • 4 min read

For general contractors and event design agencies, every client project presents an opportunity to showcase their creative and logistical expertise. But what happens when the project is a success creatively, yet there’s no objective data to prove its value? This is a common and frustrating challenge. It's the difference between a client saying, "That was a cool idea," and "That was a great investment, let's do it again."

Three people smiling while using a vending machine to get a plush toy. Bright, colorful setting with soft toys on display. Vibrant and joyful mood.
Prize-Vending Machine Activation

At a major international expo, Zenus AI partnered with a leading general contractor to address this exact problem. The firm was tasked with creating a highly engaging, gamified experience to drive email sign-ups at their client's booth. The result was an eye-catching, purpose-built prize vending machine. The activation was a visual hit, drawing a crowd, but the client and the firm needed more than just anecdotal feedback and raw lead numbers to validate the investment. They needed to understand the "why" and the "how to improve".


This is where Zenus AI's ethical facial analysis came in, transforming the project from a one-off activation into a data-backed product offering for the firm.



Beyond Traffic: Auditing the Full Attendee Funnel


The client's initial goal was simple: drive traffic and engagement. They were primarily interested in verifying that people were, in fact, interacting with the machine. However, without Zenus AI, the client would only know the number of leads generated, making it challenging to determine whether improvements or adjustments are needed. The client was only getting a "survivor data" view - they knew who made it through the activation, but not who considered it and walked away.


Zenus AI's solution was to audit the entire funnel, providing a holistic view of attendee behavior. We installed a single Zenus AI sensor atop the interactive machine, which passively and anonymously analyzed attendee behavior. Our system captured metrics on everything from passing aisle traffic (Impressions) to those who stopped (Stop Rate), and those who stayed to complete the activity (Extended Visits). Our technology is privacy-first, processing all data on the device without storing or transmitting any video or personally identifiable information, which is a major concern for many in the events industry.


Zenus AI Sensor diagram showing aisle traffic leading to queue formation and interaction at a prize-vending machine.
Single Zenus AI sensor auditing the entire attendee experience

The data told a fascinating story. The activation had an incredibly high stop rate of 49%, far exceeding the Zenus AI similar activation average of 36% and proving the creative design was a huge success. However, the data also revealed a crucial insight that the naked eye might have missed.


The "Tipping Point" of Dwell Time


The average dwell time for attendees at the interactive machine was 5 minutes. This was great for engagement, but also created a significant queue. Zenus AI’s hourly metrics for Day 1 showed that dwell time increased during peak hours, and this correlated with a decrease in the "energy score," a measure of positive facial expressions. This was the "tipping point" where the length of a queue negatively impacts the user experience and lead generation.


Three people smiling near a tech vending machine. One holds headphones. Bright display with gadgets, digital screen showing payment options.
Attendees in front of the prize-vending machine

This insight was a game-changer. It moved the conversation from "Did we get leads?" to "How do we get more leads by improving the user experience?". Based on the Zenus AI report, the general contractor had a clear and actionable recommendation: they advised their client to shorten the activity time by streamlining the email sign-up process. When this change was made, the team saw a tangible impact - the average dwell time dropped by a minute on Day 2, and the energy score remained high, indicating a smoother, more positive experience for attendees.




From One-Off Solution to a Data-Validated Product


For the Zenus AI partner, this deployment is about more than just a single win. It is a validation of their entire product offering. They are armed with objective, field-tested data to back up their creative solutions. They can confidently go to future clients and not just say, "This will be a cool activation," but show them a playbook with real numbers, demonstrating a proven way to optimize engagement and boost lead capture.


Zenus AI provided the firm with a branded infographic of the results, a powerful and easily shareable tool to present to leadership and future stakeholders. This level of reporting addresses a key challenge for event professionals: justifying marketing investments and showing clear ROI to executives.


The collaboration between the leading general contractor and Zenus AI proves that with the right data, event professionals can stop making decisions in the dark. They can move past the fear of failure and confidently innovate, knowing they have the insights needed to optimize experiences in real-time and provide undeniable proof of success.


Ready to take your creative activations from a good idea to a data-backed, proven solution?


Contact us today to learn how Zenus can help you deliver a powerful, measurable attendee experience. Contact Zenus at [email protected].


Tablet displaying analytics dashboard with graphs and metrics. A black electronic device is in the foreground. Background is white and purple.

*This article is based on a real-life deployment. AI tools were employed for editing and the creation of visual aids.




 
 
 

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