For Boo ‘n’ Bae – Drove 53K Waitlist Sign-Ups in Under 6 Months
Using Opportunity-to-add-value calculations as derived from the Importance vs satisfaction framework, developed a conceptual improvement for Dating App Users.
The Product hypothesis was validated via 53K waitlist submissions prior to launch and fund raising
ProductBoo 'n' Bae
CategoryProduct Marketing
InitiativesMarket Research, Persona Development, Value Proposition & Positioning Statement Derivation
SUMMARY Boo ‘n’ Bae is a revolutionary dating platform designed to address the unmet needs in the online dating space by prioritizing meaningful connections over superficial interactions. By integrating AI-driven conversation enablers and a compatibility scoring engine, Boo ‘n’ Bae aims to foster deeper relationships that go beyond appearance-based pairings.
ROLE Market Research | Persona Development | Value Proposition & Positioning | UX Design | Concept Validation
TOOLS Surveys | Focus Groups | User Interviews | Competitive Analysis | Storyboarding
DELIVERABLES Market Research Reports | Personas | Positioning Statements | User Stories | Competitive Analysis | Storyboards | User Testing Results
PROBLEM Despite the abundance of dating apps, the quality of relationships formed through these platforms remains questionable. Rising divorce rates, delayed marriages, and increasing mental health issues such as loneliness and depression indicate that existing apps are not effectively facilitating meaningful connections. All of this indicates the failure of online dating to deliver better relationship outcomes than methods that involve less social interaction between prospective couples (e.g. the arranged marriage system).
The problem lies in the heavy emphasis on looks and appearance-based selection, which often leads to shallow interactions and wasted efforts.
SOLUTION Introducing Boo ‘n’ Bae, an audio-first dating platform that redefines the online dating experience. With an AI-driven conversation enabler, a compatibility scoring engine, and a matchmaking system, Boo ‘n’ Bae focuses on connecting individuals based on deeper qualities of mind, character, and intellect.
RESEARCH & DEVELOPMENT
USER RESEARCH The R&D phase aimed to validate the concept of a more meaningful and context-driven dating platform. Through a combination of surveys, interviews, and focus groups, we identified the key pain points of current dating app users and developed a solution that could better meet their needs.
From our research pool, we found that users are frustrated with the time wasted on superficial interactions that do not lead to meaningful dates. They expressed a desire for a platform that would allow them to connect on a deeper level, with better guidance on how to engage in meaningful conversations.
COMPETITIVE ANALYSIS
To determine Boo ‘n’ Bae’s positioning in the market, I conducted a competitive analysis of popular dating apps like Tinder, Bumble, and Hinge, evaluating their user flows, onboarding processes, and features. While many apps focused on visual appeal and quick matches, none provided a holistic solution that encouraged meaningful conversations from the outset. While these platforms excel in providing a large pool of potential matches, they fall short in fostering meaningful connections that lead to long-term relationships.
For Boo ‘n’ Bae to stand out, it needed to be intuitive and focused on depth, offering users a more engaging and substantive experience that went beyond looks to include personality and compatibility. Boo ‘n’ Bae’s unique value proposition lies in its focus on audio-based interactions and compatibility-driven matchmaking, setting it apart from competitors who primarily emphasize visual appeal.
POSITIONING STATEMENT
Geoff Moore (In Crossing the Chasm) offered this syntax for a positioning statement: For (target customer) who (statement of the need or opportunity), the (product name) is a (product category) that (statement of key benefit – that is, compelling reason to buy). Unlike (primary alternative), our product (statement of primary differentiation).
For singles who are seeking deeper, more meaningful connections, Boo ‘n’ Bae is an audio-first dating platform that leverages AI to facilitate meaningful conversations and compatibility-based matchmaking. Unlike traditional dating apps that prioritize appearance, Boo ‘n’ Bae fosters genuine connections by focusing on the qualities that truly matter in a relationship.
PERSONA DEVELOPMENT
We were able to derive a number of personas that possess attributes that are consistent with an ideal Boo ‘n’ Bae user
Based on insights from user research and social media analysis, we developed a primary persona that represents the most strained segment of dating app users—those who are frustrated with the lack of meaningful connections. This persona guided the development of screening questions for future user testing and validation.
USER STORY DEVELOPMENT & STORYBOARDING
We then transitioned to the storyboarding phase, where we created user stories to guide the design of Boo ‘n’ Bae. These stories focused on scenarios where users would benefit from the platform’s unique features, such as AI-driven conversation starters and compatibility-based matchmaking.
CONCEPT VALIDATION The product hypothesis was validated through 53K waitlist submissions prior to launch, demonstrating significant market interest. Ongoing fundraising efforts are in place to bring Boo ‘n’ Bae to life and continue refining the platform based on user
VISUAL DESIGN
BRANDING With a deep understanding of our target users and their challenges, I embarked on the branding process for Boo ‘n’ Bae. The goal was to create a brand that would resonate with users looking for meaningful relationships in an era dominated by superficial dating apps.
I began by creating a mind map—who does Boo ‘n’ Bae serve? How can we empower users to form deeper connections while making the platform engaging and trustworthy?
Drawing on empathy for users’ frustrations with existing dating apps, I envisioned Boo ‘n’ Bae as an approachable and human-centric brand. It would be a safe space, free from the pressures of appearance-based judgments, and focused on genuine connections. The brand needed to feel warm, reliable, and supportive, encouraging users to feel hopeful and confident in their search for a meaningful relationship.
The style guide for Boo ‘n’ Bae reflects these principles, emphasizing a calm and inviting aesthetic that aligns with our mission to foster deep, meaningful connections.
PROTOTYPING, TESTING, + VALIDATION
For the initial prototype, I used Figma to create low-fidelity wireframes, which were then refined and transferred to InVision for the first round of user testing. The low-fidelity prototype can be viewed [here].
The primary goal of the first testing phase was to identify which elements of the user interface were intuitive and which were not. Based on user feedback, I decided to remove the “personalized icebreaker” feature for the MVP. While users appreciated the concept, they found it too complex and suggested that it might be better introduced after the MVP was established. Additionally, users felt that the onboarding process needed to be simplified.
The recurring theme throughout the usability tests was “keep it simple”—this became my guiding principle for subsequent iterations.
After implementing changes based on user feedback, I conducted preference tests to refine the visual design and user experience further.
In the second round of usability testing, the process went smoothly. Users found the interface intuitive and easy to navigate, and many expressed that Boo ‘n’ Bae was a platform they would eagerly recommend to friends.
The final high-fidelity prototype can be viewed [here].
CONCLUSION
WHAT WORKED WELL? Users loved the brand’s voice and personality, which made the platform feel inviting and unique. The simplicity and focus on meaningful interactions resonated strongly with the user base.
WHAT DIDN’T WORK SO WELL? The “personalized icebreaker” feature was too complex for an MVP and required further development and testing beyond the project’s timeline.
LESSONS LEARNED Prioritize user testing early and often, even with low-fidelity sketches. It’s easy to fall in love with an idea, but without testing, you risk creating a product that doesn’t meet users’ needs. Early feedback is invaluable for refining concepts and ensuring that the product aligns with user expectations.
Moving forward, I plan to start user testing earlier, incorporating rapid prototyping methods such as paper sketches to gather insights even before digital prototypes are developed.
Drove 17% Profit Margin Expansion For Apparel Customization Platform Via Price Sensitivity Analyses & Redesign
This was accomplished by conducting a Vanwesterndorp price sensitivity analysis which uncovered not just the range of acceptable prices, but our target market’s indifference price points across all product categories
ClientCustomization Platform For Cheer Leader Supplies & Accessories
Client provided a platform for the granular customization of sports and cheer leading uniforms but all principal keywords were plagued by seasonal search volume trends. The result was a situation in which the client was struggling with undulations in traffic and revenue and wanted to understand how to cope with this development.
Problem
Their business costs (hosting, plugin subscriptions, product warehousing, taxes etc.) were going up but revenue was undulating cyclically across sharp dips and troughs leading to extreme growth constraints
Growth Audit Insights
On observing the most significant keywords in the clients industry some striking seasonality insights came into view.
(1) Keyword: cheer shoes
Difficulty Score: 4
Search Volume: 14K
Observations: This is a keyword that the client was ranking on the first page for, however they lost over 1K in traffic despite retaining their position 1 rankings on the SERPs. This keyword was part of the larger trend of seasonality that impacts the industry and accounts for the traffic and revenue patterns the site had observed around key sporting events.
As seen in the image below, this keyword’s search activity had recorded 3 key spikes over the last 2 years (demand driving developments external to any website was likely responsible) with the volume trending downwards between April and May 2024
The same effect was observed around related keywords like
The search activity for this industry-relevant term also showed distinct troughs interjected by peaks of a smaller time duration. This indicated the inevitability of search traffic undulation regardless of the keyword position that had been captured for this term. This is because the search volume numbers swung widely from a 10K peak in october 2023 to 4.7K in April 2024 representing a 53% decline in demand as reflected in by the changes in search activity
Solution
We Initiated a research-driven pricing plan redesign which gave the client a growth advantage despite the seasonality effects associated with the major keywords in their industry. This was accomplished by first conducting a Vanwesterndorp Price Sensitivity analysis.
Across all of the client’s product categories, the goal of our analysis was to establish:
The range of acceptable prices (RAP)
The optimal price point (OPP)
The indifference price point (IPP)
The analysis took the form of a survey with questions that are as follows
The range of answers and price points were then plotted to produce a graph like the one shown below
As seen in the image above, the range of pricing-related responses intersect along four points.
The intersection points of the four lines produced all key metrics (VW metrics) necessary for price setting.
See what line intersections indicated to us as we juxtaposed the graph and table below.
Impact
This then allowed us to price products at the IPP (Indifference price point) such that the margin between the optimal price point and the indifference price point became the client’s growth advantage and buffer across all seasonal demand undulations.