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Discover Your Next Favorite Game

Match & Play’s recommendation engine analyzes your gaming history, preferences, and social connections to suggest games you’ll love.

How Recommendations Work

Our AI considers:
  • 🎮 Your Game Library: What you play and enjoy
  • ⏱️ Play Patterns: How long and when you game
  • 👥 Social Signals: What friends are playing
  • 🏆 Skill Progression: Your improvement trajectory
  • 📊 Genre Preferences: Categories you gravitate toward
  • 🌟 Community Ratings: Highly rated by similar players

Recommendation Types

Personalized Suggestions

Tailored Picks:
  • Based on play history
  • Genre preferences
  • Skill level matches
  • Time commitment fits
  • Platform availability
Updated daily with 5-10 suggestions

Recommendation Engine

AI-Powered Discovery

1

Data Collection

We analyze:
  • Games you own
  • Hours played per game
  • Achievement progress
  • Friend connections
  • Session patterns
2

Pattern Recognition

AI identifies:
  • Preferred mechanics
  • Favorite themes
  • Optimal difficulty
  • Session length preference
  • Social vs solo balance
3

Matching Algorithm

Cross-references with:
  • IGDB database
  • Community ratings
  • Friend activity
  • Trending data
  • Review sentiment
4

Personalization

Results filtered by:
  • Your platforms
  • Skill level
  • Available time
  • Budget (if set)
  • Content preferences
The more you play and rate games, the smarter our recommendations become!

Recommendation Factors

What Drives Suggestions

Gameplay Factors

  • Genre preferences
  • Mechanical complexity
  • Difficulty tolerance
  • Session length
  • Progression style
  • Combat vs puzzle

Social Factors

  • Friend overlap
  • Community size
  • Matchmaking health
  • Communication needs
  • Team sizes
  • Competitive scene

Technical Factors

  • Platform compatibility
  • Performance requirements
  • Storage space
  • Internet needs
  • Controller support
  • Accessibility options

Value Factors

  • Price point
  • Content per dollar
  • Replayability
  • DLC considerations
  • Free alternatives
  • Sale frequency

Understanding Scores

Match Percentages

Near Perfect Fit:
  • Aligns with preferences
  • Friends playing
  • Great reviews
  • Your skill level
  • Platform ready
These are must-try games!

Score Breakdown

Click any recommendation to see:
  • Why it matched
  • Specific factors
  • Friend activity
  • Pros and cons
  • Similar alternatives

Recommendation Categories

Organized Discovery

Browse by Category

Quick Filters:
  • 🆕 New Releases: Fresh games matching your taste
  • 💰 Budget Friendly: Great games under $20
  • 🏅 Competitive: Ranked/esports titles
  • 👨‍👩‍👧‍👦 Family Friendly: All-ages appropriate
  • 🎮 Quick Sessions: 30-minute gameplay loops
  • 🌌 Story Rich: Narrative-focused experiences
  • 👥 Co-op Focus: Built for playing together
  • 🤖 Solo Adventures: Single-player excellence

Social Proof

Community Validation

High match scores don’t guarantee you’ll love a game - always check reviews and gameplay!
Trust Indicators:
  • Friend success rate
  • Community ratings
  • Professional reviews
  • Return/refund rates
  • Active player count
  • Content creator coverage

Recommendation Actions

What You Can Do

1

Save for Later

Build a wishlist:
  • Track interests
  • Wait for sales
  • Compare options
  • Share with friends
2

Get More Info

Deep dive options:
  • Watch trailers
  • Read reviews
  • Check streams
  • Try demos
  • Ask community
3

Find Players

Connect immediately:
  • See who’s playing
  • Join LFG posts
  • Find mentors
  • Build squads
4

Provide Feedback

Improve future picks:
  • Rate recommendations
  • Not interested
  • Already own
  • Wrong platform

Improving Recommendations

Train Your AI

Actions that improve recommendations:
  1. Rate Games: Thumbs up/down after playing
  2. Play Variety: Try different genres occasionally
  3. Update Library: Keep game list current
  4. Set Preferences: Use detailed filters
  5. Friend Network: Connect with similar gamers
  6. Feedback Loop: Tell us why you like/dislike

Preference Tuning

Expand recommendations:
  • Add genre interests
  • Increase price range
  • Include more platforms
  • Consider different ratings
  • Open to difficulty

Seasonal Recommendations

Timely Suggestions

Holiday Picks

  • Family gathering games
  • Gift-worthy titles
  • Couch co-op hits
  • Party favorites
  • Sale highlights

Summer Gaming

  • Quick session games
  • Mobile friendly
  • Vacation gaming
  • Outdoor compatible
  • Light and fun

Group Recommendations

Squad Suggestions

Get recommendations for your entire group based on everyone’s preferences!
Group Matching:
  • Common genre interests
  • Skill level overlap
  • Platform availability
  • Schedule compatibility
  • Budget consciousness

Discovery Tools

Enhanced Exploration

Answer questions:
  • Favorite movie genre?
  • Ideal session length?
  • Competition tolerance?
  • Story importance?
  • Graphics priority?
Get instant matches

API & Integration

External Connections

Platform Integration

Import preferences from:
  • Steam recommendations
  • PlayStation activities
  • Xbox achievements
  • Streaming history
  • YouTube gaming
Creates comprehensive profile

Privacy & Control

Your Data, Your Choice

  • Opt out of tracking
  • Delete recommendation history
  • Adjust privacy settings
  • Limit data sharing
  • Export your preferences
We never share your gaming data with advertisers or third parties

Coming Soon

Future Features

  • VR game recommendations
  • Streaming integration
  • Collaborative filtering
  • Taste groups
  • Developer spotlights
  • Beta access matching

Next Steps

Discover your next gaming obsession with Match & Play’s intelligent recommendations!