Our client is a titan in the travel industry, managing a global fleet of dozens of ships across multiple iconic cruise brands. As a leader in delivering unforgettable vacation experiences, their digital presence is the critical first port of call for millions of customers worldwide.
Challenges
As conversational AI and large language models redefine customer engagement, the client recognized an opportunity to revolutionize discovery with an intelligent, context-aware assistant. However, standing up an enterprise-grade AI knowledge platform from scratch presented significant technical, operational, and financial risk:
- High Complexity and Cost: Building a fully custom system risked quarters of development time and substantial investment before operational stability could be proven.
- Diverse, Disconnected Data Sources: Critical knowledge was trapped across many different formats and systems, from rich content to dynamic product data to public help pages.
- Retrieval Risk: Without deep editorial and operational control, automated answers risk surfacing stale or incorrect information, leading to poor customer experiences.
- Lack of Operational Governance: Business teams had no unified way to review, correct, or suppress AI knowledge without relying on developer deployments.
To mitigate these risks, the client needed a high-fidelity, controllable, production-ready foundation that delivered immediate value to users while remaining easy for business teams to govern.
Solution
Makai Digital partnered with the client to architect and deploy a knowledge platform that pairs automated content retrieval with strong human editorial control. The result established exceptional content fidelity, efficient economics, and smooth operational workflows.
Built for Human Oversight: At the heart of the platform is a human-in-the-loop model that lets business teams — not just developers — govern the AI's knowledge in real time. Operators can review ingested content, suppress problematic answers, and fill knowledge gaps instantly, without waiting on a code deployment.
Resilient by Design: The platform cleanly separates the heavy, behind-the-scenes work of gathering and organizing content from the day-to-day interfaces business teams rely on. This keeps the experience responsive while content stays continuously in sync, and keeps every change observable and fully auditable.
A Modular Foundation: Rather than reinventing every component, we built on a proven retrieval core and a modular architecture, so new capabilities can be added as the product scales without rebuilding the foundation.
Impact
By prioritizing elegant integration and robust operational control, the platform established a rock-solid, production-ready foundation.
- 25% Improvement in Conversational AI Quality: Delivering high-fidelity, human-curated context to downstream AI agents improved customer-facing response quality and accuracy by 25%.
- Rapid Time-to-Market: Shipped a fully functional, enterprise-grade platform quickly, putting a validated system in front of internal users and downstream applications.
- Absolute Editorial Control: Gave business operators real-time governance of the AI's knowledge base, so they can instantly correct answers or patch gaps without developer deployments.
- Cost-Effective Economics: A streamlined, scalable model that lets the client accurately measure and optimize the cost of running its AI knowledge base.
- Unified Data Sources: Brought together previously disparate, high-friction sources into a single, consistent knowledge layer.
- A Future-Proof AI Foundation: A scalable foundation ready to support advanced capabilities, such as multi-market localization, as needs grow.
Is your technology platform ready to power your company's future?
Transitioning to AI-driven customer experiences requires more than just smart models; it requires scalable, observable, and controllable data foundations. At Makai Digital, we partner with enterprise leaders to build world-class digital platforms that unlock agility, drive revenue, and create meaningful impact.
Contact us today to learn how we can help you navigate your digital transformation.