Toptal improves engagement for life management platform’s 10,000+ users with advanced AI.
The maker of a life management platform turned to Toptal to enhance its scheduling app with advanced AI capabilities that could deliver seamless, intuitive, and engaging user interactions at scale.
Client
A UK-based IT consulting firm delivering technology strategy, infrastructure, and systems support for business clients.
Revenue
Industry
TechnologyDelivered Services
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The client needed to improve its scheduling app with AI features capable of understanding user context and intent. Existing solutions failed to deliver efficiency or user satisfaction, limiting growth potential.
Solution
Innovative AI Integration
Toptal developed a custom retrieval- augmented generation (RAG) pipeline that stored user entries as vector embeddings, enabling the chatbot to preserve context and deliver more natural, relevant interactions.
Automated Task Management
Toptal deployed large language models to accurately identify user intent and automate scheduling workflows, streamlining goal creation and task execution with precision.
Outcome
Expanded UX Personalization
The RAG pipeline improved chatbot responsiveness and contextual accuracy, leading to more personalized interactions and heightened engagement across the platform’s 10,000+ users.
Operational Efficiency Boost
Automated goal tracking and scheduling reduced manual effort and errors, improving usability and retention while positioning the platform for scalable future growth.
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