systems. Invariant.ai® can reduce the time to value (TTV) of AI systems, maximize ROI, and guarantee conformity and reliability in all business contexts that involve artificial intelligence. As an AI service company, we can accompany our clients throughout the entire AI lifecycle, end-to-end, from problem set-up to deployment and monitoring in production. We have learned from our extensive experience that this integrated approach ensures optimized timelines and a quick return on investment (ROI). We use data to decipher reality, turn its complexity into new operational knowledge and technological solutions. In 10 years working in the field and completing over 100 projects, we have designed AI-based solutions for our clients that allowed them to streamline QC operations on manufacturing lines, provide support for medical diagnoses, and optimize production processes. Our team of data scientists monitors the behavior of AI systems in real time through monitoring algorithms that assess reliability, safety and security during pre-deployment auditing as well as in process. Our clients can thus use AI in a way that is safe, reliable and constantly monitored, and fully leverage the potential of their data.