How XP Lab works

Revolutionary approach to product monetization that tests hundreds of parameters simultaneously using machine learning

Stop guessing. Start personalizing.

A/B tests find the average. XP Lab finds the growth hidden within your data.

Traditional

A/B Testing

  • Finds a single optimum experience for the average user
  • Fixed time window tests that stop collecting data once finished
  • Requires manual evaluation of several competing metrics
  • Static results that become outdated as user behavior changes
  • Mandatory manual review before rolling out any changes

Next Generation

XP Lab

  • Maximizes objectives by choosing optimal experience for each individual user
  • Continuously optimizes and learns from every interaction in real-time
  • Automatically optimizes for complex goals using weighted sums of events
  • Dynamic adaptation ensures maximization regardless of behavior trade-offs
  • Automated scaling when manual review is not required or desired

A/B testing finds the average. XP Lab finds the money.

How XP Lab works

Our platform uses advanced machine learning to test multiple parameters simultaneously and find the perfect optimization strategy for your product

You configure

1

Add Game

App Icon
SDK ACTIVE

Connect SDK and select basic parameters you want to explore

2

Select KPI

Choose the target metric from our library or set a custom goal

XP Lab Neural Core

3

XP Lab Calculates

Adr
0
0
0
0
IAP
0
0
0
0
RET
0
0
0
0
ENG
0
0
0
0
OPTIMIZING...

Algorithms find optimal patterns in real-time

4

Scale Growth

Revenue
$150
+25%
LTV
45%
+15%
ARPU
+$34
+12%
Session
15:30
+10m

Apply results globally and continue exploring new parameters

Watch How Fast It Works

Experience the power of ML-driven optimization in just a few minutes.

Watch full video

Optimize your game mechanics in real-time

Our ML algorithm analyzes how different game settings affect your revenue. Adjust the sliders to see how changes impact your earnings.

Try minigame

Move the sliders to see how changes impact your earnings.

Quest

Try to earn more than $4000

Your profit
$5,200
How many AB tests needed? 0
After death
After death After level Every 5min
8
3 10
200
100 200 300 400 500
5
3 5 6 7 10+

The Science Behind the Optimization

Our platform isn't a "magic box"—it's a high-precision engine powered by machine learning, statistics, and higher mathematics.

Closed-Loop Learning

Calculations are performed exclusively on your product's data in real-time. Each project exists as a closed circuit—we never use data from other clients to train your specific models. Your competitive advantage remains yours alone.

Progressive Precision

The more you explore your metrics, the more accurate the engine becomes. As you attract more audience and gather relevant data points in real-time, the ML algorithms refine their understanding of your users' behavior patterns.

Human Vision First

You bring the product quality and the hypothesis. You set up the tests and attract the audience. We help you distribute parameters more efficiently and test them faster, but a great user experience still starts with your team.

Statistical Backbone

Our algorithms are rooted in robust statistical methods and advanced mathematics. We convert complex user interactions into actionable mathematical models that take the guesswork out of monetization.

Seamless Integration

XP fits perfectly into your existing development workflow. Connect with the tools you already use.

  • Yandex Metrica
    Yandex Metrica
  • IronSource
    IronSource
  • Firebase
    Firebase
  • Unity
    Unity
  • Tenjin
    Tenjin

Data Safety

Your data security is our top priority. We've built XP Lab with privacy-by-design principles to ensure your business intelligence remains solely yours.

No Personalized Data

We never store any personal identifiable information or PII of your users.

Data Protection

Your data is never for sale. We monetize our software, not your business data.

The Right to Forget

Delete your research anytime. Once deleted, all data is permanently erased from our systems.

GDPR Compliant

Full compliance with GDPR and other international data protection regulations.

Compare methods

A/B vs XP Lab

Our ML-powered system tests multiple configurations simultaneously, finding optimal combinations faster and more efficiently.

Game Settings

1 1000

Baseline Configuration (A)

Start levels without ads: 5
Ads cooldown: 60s
IAP NO ADS price: $0.99
Ad revenue: $0.03

A/B Test Method

1% 100%

Variant B

XP Lab

Top 10 configurations by revenue:
Total AD/u IAP/u Users Lvls CD Price
$0 $0 $0 0 - - -
$0 $0 $0 0 - - -
$0 $0 $0 0 - - -
$0 $0 $0 0 - - -
$0 $0 $0 0 - - -
$0 $0 $0 0 - - -
$0 $0 $0 0 - - -
$0 $0 $0 0 - - -
$0 $0 $0 0 - - -
$0 $0 $0 0 - - -
$0 $0 $0 0 - - -
The large numbers in the table represent the estimated revenue generated by each configuration over a 30-day testing period. Each row represents a specific configuration and the number reflects the potential revenue generated by that configuration based on the simulation of thousands of players.

A/B Test Results

Total Revenue: 0
Variant A Revenue: $0
Variant B Revenue: $0
⚠️ Users stay in assigned variants even if one performs poorly

XP Lab Results

Total Revenue: $0
✓ Dynamically allocates users to best-performing configurations

Ready to transform your monetization?

Join innovative studios testing the future of product monetization

Request beta access →