Home Technology Chatbots Rezolve Ai Flags Enterprise Ch...
Chatbots
CIO Bulletin
19 December, 2025
Rezolve Ai advises businesses against trusting chatbots and encourages business-oriented AI that is controlled and regulated.
The increasing issues regarding enterprise chatbot implementations have been raised by Rezolve Ai, which has referenced independent reporting that generic AI systems are failing in live, customer-facing applications. The company cited a recent report by The Information about how a chatbot on the website of the U.S. retailer Gap provided inappropriate and irrelevant answers, leading the vendor in question to publicly apologize.
The report also identified that the same problems existed in the other implementations of enterprise chatbots, such as drug responses, alcohol responses and speculative medical or legal guidance. These events, according to Rezolve Ai, are a broader structural issue: probabilistic large-language models, such as probabilistic models, are applied to data that involves precision, control, and compliance.
Daniel M. Wagner, CEO of Rezolve Ai, opined that these failures are barely edge cases and instead constitute design flaws and that generic models fail where transaction-driven sectors are regulated by strict policies. He also stated that determinism and brand safety had to be prioritized by a chatbot working closer to payment or checkout systems than conversational work.
The Rezolve Ai evolves its strategy by a proprietary non-hallucinatory AI stack invented to accomplish commerce and payments. Its platform functions on checked and approved domains of information and is set to decline answers whenever the information is unfamiliar or inadmissible.
With companies moving beyond experimentation and adopting production-scale chatbots with more significant uses, Rezolve Ai indicates a surge in demand in the production-grade chatbot systems, which provide more reliable, compliant performance in actual commercial applications.







