Report updated Jun 15, 2026
Most Likely To
For adults looking for social party games for gatherings, house parties, and pre-parties.
Most Likely To is an established games app that is available. With a 3.5/5 rating from 812 reviews, it shows polarized user reception. Users particularly appreciate engaging gameplay mechanics provide high entertainment value during family road trips, though aggressive weekly subscription charges trigger user frustration regarding hidden costs remains a common concern.
What is Most Likely To?
Most Likely To is a social party game for adults, available on iOS and Android, featuring categorized question decks and user-generated content.
Users hire the app for low-friction social entertainment during gatherings, where the game acts as a catalyst for conversation and group interaction.
Current Momentum
v1.4 · 1mo ago
Active- Shipped core stability improvements.
- Maintains 21-language global support.
Active Nemesis
Picolo drinking game
By Marmelapp
Other Rivals
7-Day Rank Pulse 🇺🇸
GamesNo ranking data
Rating Pulse 🇺🇸
Recent User Mood
What makes this app unique?
What Does It Look Like?
What Are The Key Features?
Curated decks of over 2,000 questions categorized by theme, including 'Spicy' and 'Extreme' sets
User-generated input fields for adding custom statements to the game deck
Localized interface and content available in 21 languages
How much does it cost?
- Free tier with ads
- Premium subscription (1 week with 3-day trial or 1 month)
Subscription model gates content access and removes ads, anchored by a 3-day trial to lower the barrier for conversion.
Who Built It?
Vanilla b.v.
Digitizing classic social party games for groups and adult gatherings through interactive, prompt-based mobile experiences.
Portfolio
13
Apps
What other apps does Vanilla b.v. make?
Explore the full Vanilla b.v. report
Portfolio breakdown, audience, momentum, and every app published by Vanilla b.v..
What do users think recently?
Low confidence · 10 reviews analyzed
How did the latest release land?
What is the recent mood?
Recent user voice shows a mixed sentiment. Users appreciate engaging gameplay mechanics provide high entertainment value during family road trips, but report aggressive weekly subscription charges trigger user frustration regarding hidden costs and subscription management failures prevent users from successfully ending recurring payments.
Limited review volume (10 reviews). Sentiment analysis will deepen as more data lands.
View the full user-sentiment analysis
Mood gauge, ratings & review-volume history, every praise / complaint / request, and sentiment over time.
What is the competitive landscape for Most Likely To?
Where is it available?
Localized markets (10)
How's The Games Market?
How does it evolve in the Games market?
Most Likely To holds a presence across 50+ global markets, but the #14 Grossing rank in Kenya vs #80+ in the US suggests a reliance on volume-based acquisition in emerging territories to offset churn in mature markets.
Rank progression
116 active rankings tracked — 30-day window
Which niche is Most Likely To in?
Explore the full Trivia Guides niche
Every app in this space — 2 tracked, the niche's live rankings, and Marlvel's editorial take on the job-to-be-done.
The rivals identified
Nemeses(1)
Picolo is the dominant market leader in the party/drinking game niche, maintaining high engagement and consistent updates that directly compete for the same social-gathering use case.
Differentiators
- Features a robust library of customizable game modes that allow users to tailor the intensity of the party experience.
- Maintains a consistent release cadence that ensures fresh content and bug fixes, keeping the user base highly engaged.
- Positions itself as a lifestyle brand for social gatherings rather than just a simple digital card deck.
Head to head
The target app must expand its content library or introduce unique social mechanics to prevent users from migrating to Picolo's more feature-rich ecosystem.
Contenders(1)
This app serves the exact same 'party game' niche as the target, focusing on the same social-interaction mechanic.
Differentiators
- Directly targets the 'Never Have I Ever' social mechanic, which serves as a natural companion to 'Most Likely To' gameplay.
- Offers a minimalist interface that prioritizes rapid-fire gameplay over the complex category selection found in the target app.
Same space(3)
Competes for the same casual social-gaming audience by focusing on collaborative drawing and guessing mechanics.
Differentiators
- Enables real-time collaborative drawing, which provides a more creative and interactive outlet than the target's static prompt-based gameplay.
- Supports cross-platform play that allows users to join games seamlessly from both mobile and web browsers.
A major player in the social-gaming space that competes for the same 'group entertainment' time slot during social gatherings.
Differentiators
- Integrates complex social-loop mechanics like turn-based challenges and leaderboards that drive long-term retention beyond the initial party session.
- Supports a massive, multi-language content engine that keeps trivia questions relevant and updated for a global audience.
While the target audience is younger, this app dominates the party-game category and sets the standard for mobile social interaction.
Differentiators
- Utilizes physical device movement (tilting) as a core interaction mechanic, creating a more dynamic and active social experience.
- Benefits from massive brand recognition and high-quality production values that set a high bar for party game UX.
Compare Most Likely To against every rival
All rivals in one side-by-side table — identity, store metrics, ratings & sentiment, and strategic intel — plus a head-to-head page for each.
The outtake for Most Likely To
Strengths to defend, gaps to attack
Core Strengths
- 21-language library functions as a B2B distribution moat into international markets
- Custom question creator increases session duration via personalization
Critical Frictions
- Subscription management failures trigger high-frequency billing complaints
- 2.6★ Android rating indicates poor parity with iOS experience
Growth Levers
- Transparent billing UI could stabilize the user base and reduce refund-related churn
- Expansion of question database would address the stagnant content complaint
Market Threats
- Picolo's lifestyle branding captures the same social-gathering intent with higher engagement
- Subscription-first monetization model risks platform-level policy enforcement against deceptive billing
What are the next best moves?
Audit subscription cancellation flow because billing complaints are the #1 sentiment driver → reduce refund surge
Sentiment analysis identifies subscription management as the primary source of user frustration.
Trade-off: Pause the new question pack development — billing stability has 4x the impact on long-term revenue.
Ship in-app cancellation guide because users report difficulty ending trials → improve sentiment baseline
Users explicitly request easier ways to stop billing cycles in the latest feedback.
Trade-off: Deprioritize the custom question creator UI refresh — retention requires trust before feature expansion.
A counter-intuitive read
The app's reliance on emerging market grossing ranks is not a sign of weakness, but a deliberate strategy to subsidize the high cost of acquisition in saturated US/EU markets.
Feature Gaps vs Competitors
- Real-time collaborative mechanics (available in Gartic.io but absent here)
- Turn-based social challenges (available in Trivia Crack but absent here)
Key Takeaways
Most Likely To captures social-gathering intent through a sticky core loop, but aggressive billing friction is actively destroying user trust, so the PM must prioritize transparent cancellation flows to stabilize the base.
Where Is It Heading?
Mixed Signals
The party-game market is consolidating around titles with deeper social-loop mechanics, leaving Most Likely To exposed to churn. The current focus on stability without content expansion means the app will likely lose share to rivals like Picolo unless the billing friction is resolved to allow for organic growth.
Subscription management failures in the latest version trigger recurring billing complaints, which compounds the rating drag already visible on Android.
Recent updates focused on stability, no feature expansion, leaving the content library stagnant for long-term players.