Customer Story

    How CrazyLabs Cuts Analysis Time by 6x and Delivers Mission-Critical Insights at Lightning Speed

    CrazyLabs×ClarityQ

    CrazyLabs, a leading mobile gaming company with a massive portfolio used ClarityQ to replace hours of manual querying with instant, AI-powered analytics - empowering analysts and game economists to move at the speed of their ideas.

    "Without ClarityQ, you won't be able to go into the needed depth fast enough. We use it for version releases, feature analysis, A/B tests - everything. It gives me the direction I need instantly."
    Gjorgji Miteski, VP of Analytics & Data ScienceCrazyLabs
    6x faster
    Analysis time reduced from 4 hours to 40 minutes per task
    Zero SQL
    Complex A/B test analysis done in natural language - no code required
    Exponential
    Team output multiplied across analysts and game economists

    CrazyLabs, a leading mobile gaming company, needed their analytics team to move faster. With dozens of games generating massive data volumes, analysts were spending hours writing SQL queries for every A/B test, version release, and feature analysis. With ClarityQ's AI-powered analytics, they transformed a 4-hour analysis workflow into 40 minutes - and empowered game economists and non-technical roles to self-serve deep insights without writing a single query.

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    The Challenge
    The Pain

    When Writing Queries Becomes the Bottleneck

    CrazyLabs' analytics team is responsible for driving data-informed decisions across a large portfolio of mobile games. Every version release, every feature experiment, every A/B test requires deep analysis - but the traditional workflow was holding them back.

    "The most frustrating part was writing code and queries. Proper aggregations, cleaning of the data, unions - it all takes so much time before you can even start answering the actual question."
    - Gjorgji Mavrodiev, Senior Game Analyst, CrazyLabs

    Analysts were spending the majority of their time on data preparation rather than actual analysis. Complex queries for normalized cohort comparisons, level-based KPI breakdowns, and multi-variant A/B tests required extensive SQL expertise - creating a bottleneck that slowed down decision-making across the entire organization.

    Before ClarityQ
    • Writing complex SQL queries for every analysis
    • Manual data aggregations, cleaning, and unions
    • Hours spent before getting any directional insight
    • Only technical analysts could access deep data
    With ClarityQ
    • Natural language questions get instant answers
    • Automatic semantic understanding handles complexity
    • Direction and insights within minutes, not hours
    • Game economists and non-technical roles self-serve
    The Solution
    ClarityQ in Action

    Deep Automatic Semantic Data Understanding

    ClarityQ's AI doesn't just translate natural language to SQL. It understands the business context - the semantic layer, the data relationships, and the analytical patterns that matter for gaming analytics. Analysts can now ask complex questions in plain English and get immediate, accurate results.

    Example Question

    Analyze the A/B test CL_Flow_Optimization_A (iOS, US) and review the level funnel for the first 50 levels, including completion rate, revenue per user, and interstitials per user, presented both in graphs and in a table?

    Last 28 days
    On

    A question that previously required hours of SQL writing - answered instantly through natural language.

    Natural Language Queries

    Complex A/B test analysis, KPI comparisons, and user segmentation - all expressed in plain English instead of SQL

    Deep Semantic Understanding

    ClarityQ automatically handles the semantic layer, skills, and recipes - understanding business context behind every data point

    Instant Direction

    Instead of days of exploration, analysts get directional insights immediately - enabling faster iteration on version releases and feature experiments

    The Results
    Impact

    From 4 Hours to 40 Minutes

    The impact was immediate and dramatic. Tasks that previously consumed half a workday were completed before the morning standup. The VP of Analytics described the transformation:

    4 hours
    Before
    40 min
    With ClarityQ

    Expanding Across the Organization

    The value of ClarityQ extends beyond the analytics team. Game economists and other non-technical roles now self-serve insights that previously required analyst support:

    A/B Test Analysis

    High-level KPI comparisons for feature experiments with normalized cohorts

    Version Releases

    Rapid analysis of how new game versions impact player behavior and engagement

    Feature Analysis

    Deep dives into feature performance, player segments, and level-based metrics

    Game Economics

    Empowering game economists with self-serve analytics for monetization decisions

    "ClarityQ is a tool that enables us to do exponentially more."
    - Gjorgji Mavrodiev, Senior Game Analyst, CrazyLabs

    For fast-moving gaming companies like CrazyLabs, speed is everything. ClarityQ transforms analytics from a bottleneck into a competitive advantage - giving teams the depth they need at the speed they demand, without writing a single line of code.

    Company Profile

    CompanyCrazyLabs
    IndustryMobile Gaming
    Use CasesA/B Testing, Feature Analysis
    Key Metric6x faster analysis
    ContactsGjorgji Miteski, Gjorgji Mavrodiev

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