具有端到端隐私和反馈机制的SoftServe多模式洞察引擎

with end-to-end privacy andfeedback mechanisms Every business has an abundance of data — text, images, videos, and more — but can'tcapture and process it all. Fragmented systems, complex data structures, and scalabilitydemands are all to blame. Traditional systems often can't handle diverse data typesor adapt to dynamic user requirements. For businesses that rely on accurate, holisticanswers, like document Q&A, compliance, or decision-making, the risks are high. Withoutthe right setup, missed opportunities add up. SoftServe Multimodal Insights Engine integrates and processes the data and offersmeaningful insights. Built on multimodal RAG (MRAG) capabilities, it helps businesses inmanufacturing, retail, finance, energy, and law synthesize information. With continuousfeedback mechanisms, the SoftServe Multimodal Insights Engine pinpoints areas forimprovement. It’s great for businesses that want to be efficient, innovate, but needinsights to get there. IN THIS REPORT, WE’LL SHARE: How SoftServe Multimodal Insights Engine helps businesses processmultimodal data Real-world benefits and how industries like healthcare, retail, andfinance are using it The tools and features that make it possible to deliver clear,meaningful insights Where this technology is headed, with a focus on ethical, scalablesolutions that drive growth WHY TEXT-BASED RAG STRUGGLES WITHMULTIMODAL DATA Text-based retrieval-augmented generation (RAG) solutions can’t keep up when youadd video, images, tables, graphs, and other unstructured formats. They process eachdata type in isolation and don’t make connections between modalities. You end up withfragmented insights and irrelevant responses. Gartner predicts that by 2026,over60% of AI solutionswill be multimodal, up from 1% in2023. SoftServe Multimodal Insights Engine is effective across industries: Healthcare:Combines patient records, images, and video consultationsto help with diagnostics and send follow-up reminders. Retail and ecommerce:Analyzes customer reviews, social media posts,and customer service interactions to gauge sentiment. Manufacturing:Integrates text and images with instant access to recordsto catch production issues and improve planning. Finance:Simplifies complex financial documents, such as tables, graphs,and text, and processes them simultaneously. Energy, oil, and gas:Merges inspection reports with video footage topredict maintenance needs or investigate issues. The data shows that this solution works. It offers accurate data retrieval, seamlessintegration of diverse data, and clearer insights. increase in interactionand engagementthanks to personalizedresponses increase in responseaccuracy due tomultimodal integration decrease in averageresponse time becauseof automated, real-timedata processing reduction in operationalcosts due to automatedaccurate responses SOFTSERVE MULTIMODAL INSIGHTS ENGINEIS VERSATILE ARCHITECTURE COMPONENTS 4.Generative moduleIntegrates the retrieved datato produce natural languageresponses with citations 1.Data ingestionProcesses content fromvarious sources 2.Embed and indexConverts data intonumerical representationsand indexes them in AmazonOpenSearch 3.Retrieval engineUses embeddings andindexing to quickly findrelevant information foruser queries NOT JUST ANOTHER AI TOOL Businesses today need to process, retrieve, and analyze multimodal data quickly.SoftServe Multimodal Insights Engine is not just another AI tool. With end-to-end privacymechanisms, real-time feedback loops, and scalable deployment, it helps businesses infinance, healthcare, retail, manufacturing, and energy access accurate and secure AI-drivendecision-making. Setup requires careful planning for data ingestion, embedding, and privacy-preservingmechanisms. But once in place, the benefits are big. Whether you are analyzing documentsor looking for better customer insights, MRAG solutions deliver. Ready to unlock your multimodal data with a secure,efficient MRAG system? CONTACT US TO START ABOUT US SoftServeis a premier IT consulting and digital services provider.We expand the horizon of new technologies to solve today's complexbusiness challenges and achieve meaningful outcomes for our clients.Our boundless curiosity drives us to explore and reimagine the artof the possible. Clients confidently rely on SoftServe to architect andexecute mature and innovative capabilities, such as digital engineering,data and analytics, cloud, and AI/ML. Our global reputation is gained from more than 30 years of experiencedelivering superior digital solutions at exceptional speed by top-tierengineering talent to enterprise industries, including high tech, financialservices, healthcare, life sciences, retail, energy, and manufacturing.Visit ourwebsite,blog,LinkedIn,Facebook, and X (Twitter) pagesfor more information. NORTH AMERICAN HQ 201 W. 5th Street, Suite 1550Austin, TX 78701+1 866 687 3588 (USA)+1 647 948 7638 (Canada) EUROPEAN HQ 30 Cannon StreetLondon EC4 6