Most Likely To

Most Likely To

By Vanilla b.v.

Most Likely To is a social party game for adults, available on iOS and Android, featuring categorized question decks and user-generated content.

The App DNA

What makes this app unique?

Users hire the app for low-friction social entertainment during gatherings, where the game acts as a catalyst for conversation and group interaction.

For Adults looking for social party games for gatherings, house parties, and pre-parties.

Key features

Category-based Question Packsstandard

Curated decks of over 2,000 questions categorized by theme, including 'Spicy' and 'Extreme' sets

Custom Question Creatoredge

User-generated input fields for adding custom statements to the game deck

Multi-language Supportedge

Localized interface and content available in 21 languages

How much does it cost?

subscriptionFree tier with adsPremium 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.

Velocity

Active developmentShow more...

5 versions in history. Development pace: active.

See all version history

Who built it?

Vanilla b.v.

13+ apps tracked · Games

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Explore the full publisher profile

User Sentiment

What do users think recently?

The recent review mood reads mixed. Users appreciate engaging gameplay mechanics provide high entertainment value during family road trips.

How are ratings & reviews evolving?

Google Play
2.64 · 436
App Store
4.42 · 376

What users say, by theme

What Users Love
  • Engaging gameplay mechanics provide high entertainment value during family road trips
What Frustrates Users
  • Aggressive weekly subscription charges trigger user frustration regarding hidden costs
+ 1 more theme
What Users Want 1 request inside

10 of 10 recent reviews analyzed · moderate confidence · Mixed overall

Read the full review analysis

Unlock 1 more frustration theme and 1 user request, each backed by review evidence.

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Competition

Competitive landscape for Most Likely To

How's 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.

Read the market outlook

The rivals identified

Picolo drinking game
Picolo drinking gameactive nemesis

By Marmelapp

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.

  • 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.
Most Likely To vs Picolo drinking game

Unlock the head-to-head verdict: where this rival wins, and where it loses.

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The Analyst's Read

Key takeaways for Most Likely To

Where is it heading?

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.

The SWOT

Core Strengths
  • 21-language library functions as a B2B distribution moat into international markets
  • Custom question creator increases session duration via personalization
Critical Frictions 2 weaknesses inside
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 2 threats identified

Next best moves

1 Pivot · 1 Invest

Audit subscription cancellation flow because billing complaints are the #1 sentiment driver → reduce refund surge

+ 1 more prioritized move

The counter-intuitive read

The app's reliance on emerging market grossing ranks…

Read the full take

Feature gaps

Real-time collaborative mechanics (available in Gartic.io but absent here) +1

Since the last report: The app shifted to a subscription-first monetization model, which has introduced significant user friction and billing-related complaints.

Bottom line

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.

Unlock 2 critical frictions, 2 market threats, 1 more prioritized move and the analyst’s take.

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Report last updated

Disclosure: Independent intel to help mobile builders succeed.

AI-powered analysis with automated quality gates, built from publicly available sources. Marlvel.ai is not affiliated with, endorsed by, or sponsored by Most Likely To, its developer, the app publisher, Apple, or Google Play. All trademarks, logos, and screenshots referenced remain the property of their respective owners.

What's new

The app shifted to a subscription-first monetization model, which has introduced significant user friction and billing-related complaints.

shifted

Subscription-first monetization

declined

Emergence of billing complaints

improved

Feature differentiation

shifted

Market strategy acknowledgment

Cite this report

Marlvel.ai. “Most Likely To Intelligence Report.” Updated Jun 15, 2026. https://marlvel.ai/apps/com-vanilla-mostlikely

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