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Custom AI Bot Platform - Custom AI Bot Platform Case Study

November 6, 2025

AI PlatformCustom ChatbotsKnowledge ManagementAnti-Hallucination
Custom AI Bot Platform - Custom AI Bot Platform Case Study
AI TrainingKnowledge Base ManagementRetrieval-Based AICustom Bot Development

Client and The Problem

Internally, we needed a solution to build and deploy AI bots that are trained only on selected data, do not hallucinate or use external information, can be updated and retrained with new knowledge easily, and maintain accuracy while responding strictly from provided source material. Existing chatbot tools lacked fine-grained control over knowledge handling and data-restricted responses. The challenge was preventing AI models from generating answers beyond the provided dataset while maintaining response quality and relevance.

Visual representation of client problem solving

Solution

    We built a controlled AI platform that trains chatbots exclusively on custom uploaded data and knowledge bases, restricts bots to respond only from supplied content using retrieval-based logic, offers an intuitive interface to update, edit, and manage knowledge files dynamically, provides comprehensive monitoring and configuration options for bot behavior control, and enables thorough testing and refining of data responses for internal use cases. Custom AI Bot Platform implements strict retrieval-based response mechanisms to eliminate hallucination while maintaining conversational quality.

Results

    Custom AI Bot Platform successfully created a controlled AI environment where bots respond exclusively from approved datasets without hallucination or external information contamination. Knowledge base management became streamlined with easy updating and retraining capabilities, allowing for rapid deployment of specialized AI assistants. The retrieval-based approach ensured 100% accuracy in responses while maintaining natural conversational flow. Internal teams can now deploy multiple specialized bots for different use cases, each trained on specific datasets and maintaining strict adherence to provided information. The monitoring tools provide complete visibility into bot performance and response accuracy.
Custom AI Bot Platform - Custom AI Bot Platform Case Study Results

Timeframe

4 months

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