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    1. Home
    2. /
    3. Success Story
    4. /
    5. AI-Driven Dynamic Pricing for an Aviation Leader

    AI-driven dynamic pricing and offer management for a major regional flag carrier.

    A major regional flag carrier competes in a fast-moving market where fares shift by the hour and travellers expect offers tailored to them. Its revenue management still ran on legacy infrastructure built around static, rule-based fare buckets. To recover lost yield and price dynamically across fares and ancillaries, the airline partnered with AIQU to build an AI-driven pricing and offer management system that reads the market in real time and personalises every offer.

    The Challenge

    A major regional flag carrier was running revenue management on legacy infrastructure built around static, rule-based fare buckets. In a volatile post-pandemic market, with competitors cutting prices fast and fuel costs swinging, that approach left money on the table. The airline lost yield and could not price ancillaries dynamically for its highest-value travellers.

    Key challenges included:

    • Static, rule-based fare buckets that could not react to the market
    • Yield leakage across a volatile pricing environment
    • Rapid competitor price cuts with no dynamic response
    • Fluctuating fuel costs that legacy systems could not absorb
    • No way to merchandise ancillaries to high-value travellers on the fly
    The <span>Challenge</span>

    The Solution

    AIQU implemented an AI-driven dynamic pricing and modern offer management system. The engineering team built deep learning models, including Long Short-Term Memory (LSTM) networks, to read years of booking curves, live competitor fares, and real-time search data. The system gave the carrier the ability to:

    • Personalise fare bundles in real time
    • Adjust ancillary pricing to each traveller’s willingness to pay
    • Respond to competitor moves and demand shifts as they happened
    • Merchandise the right offer to the right traveller at the point of search
    The <span>Solution</span>

    Business Outcomes

    The new pricing engine delivered measurable commercial gains.

    5.5% Higher Yield

    Sharper demand forecasting drove an annual increase in passenger yield and ticket revenue.

    22% Better Forecasting

    Forecasting precision improved across the booking curve.

    68% Faster Offers

    Dynamic offer processing and page response times across booking engines dropped by up to 68%.

    25% More Ancillary Conversion

    Ancillary conversion rose while re-accommodation and inventory bottlenecks eased.
    <span>Business Outcomes</span>

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