ReliBridge: Scalable LLM-Based Backbone for Small Business Platform Stability

ReliBridge: Scalable LLM-Based Backbone for Small Business Platform Stability | Research Square window.SnipcartSettings = { analytics: { enabled: false } }; (function() { var accessVector = localStorage.getItem('access_vector') || ''; window.dataLayer = window.dataLayer || []; if (accessVector) { window.dataLayer.push({ user: { profile: { profileInfo: { snid: accessVector } } } }); } })(); (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-K279D39R'); Browse Preprints In Review Journals COVID-19 Preprints AJE Video Bytes Research Tools Research Promotion AJE Professional Editing AJE Rubriq About Preprint Platform In Review Editorial Policies Our Team Advisory Board Help Center Sign In Submit a Preprint Cite Share Download PDF Research Article ReliBridge: Scalable LLM-Based Backbone for Small Business Platform Stability Bingxin Zhu This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-7122749/v1 This work is licensed under a CC BY 4.0 License Status: Posted Version 1 posted You are reading this latest preprint version Abstract Large language models (LLMs) have shown promise in transforming various business operations, particularly for small enterprises that face unique challenges. To support the stability of these platforms, we present Reliable Bridge (ReliBridge), a scalable infrastructure that integrates diverse LLM capabilities. ReliBridge optimizes dynamic interactions, enabling robust language processing that allows small businesses to adapt to fluctuating demands without compromising operational coherence. The platform is designed with modular principles, facilitating real-time adjustments to functionality while ensuring seamless integration with existing tools and systems. Our empirical tests, conducted across various real-world scenarios, indicate that ReliBridge significantly enhances response consistency and minimizes downtime. Businesses adopting this framework benefit from increased resilience in competitive environments, leading to improved user experience and satisfaction. The findings affirm ReliBridge’s role as a vital resource for small enterprises aiming to enhance operational stability. Small Business Platform Backbone Stability Dynamic Interactions Full Text Additional Declarations The authors declare no competing interests. Cite Share Download PDF Status: Posted Version 1 posted You are reading this latest preprint version Research Square lets you share your work early, gain feedback from the community, and start making changes to your manuscript prior to peer review in a journal. As a division of Research Square Company, we’re committed to making research communication faster, fairer, and more useful. We do this by developing innovative software and high quality services for the global research community. Our growing team is made up of researchers and industry professionals working together to solve the most critical problems facing scientific publishing. Also discoverable on Platform About Our Team In Review Editorial Policies Advisory Board Help Center Resources Author Services Accessibility API Access RSS feed Manage Cookie Preferences © Research Square 2026 | ISSN 2693-5015 (online) Privacy Policy Terms of Service Do Not Sell My Personal Information {"props":{"pageProps":{"initialData":{"identity":"rs-7122749","acceptedTermsAndConditions":true,"allowDirectSubmit":true,"archivedVersions":[],"articleType":"Research Article","associatedPublications":[],"authors":[{"id":485267590,"identity":"bec7e224-23cf-48d3-a8a1-155998067aab","order_by":0,"name":"Bingxin Zhu","email":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZAAAAAyAQMAAABI0h/eAAAABlBMVEX///8AAABVwtN+AAAACXBIWXMAAA7EAAAOxAGVKw4bAAAA1UlEQVRIiWNgGAWjYBACA2YwySAH5j0AEQeI1GIM5iUQpQVKJzYQrcWcnffwa56CO+nzHXgMPyTUMMjx3UjAr8WymS/NcobBs9yNB3iMJRKOMRhLEtJicJjHzOCDweHcjQ08ZgwJbAyJG4jSkmBwON0QrOUfQz0xWowfAG1JkGcAaklsY0gwIOwXHjPGGQaHDTcwsxVLJPZJGM488wC/FnP+M8afef4clpdvb9744cM3G3m+4wRsAQI2CYgLwRwJgspBgPkDiJRvIErxKBgFo2AUjEQAAOoeQa+6DJ8LAAAAAElFTkSuQmCC","orcid":"","institution":"University of California, Los Angeles","correspondingAuthor":true,"prefix":"","firstName":"Bingxin","middleName":"","lastName":"Zhu","suffix":""}],"badges":[],"createdAt":"2025-07-14 15:30:36","currentVersionCode":1,"declarations":{"humanSubjects":false,"vertebrateSubjects":false,"conflictsOfInterestStatement":false,"humanSubjectEthicalGuidelines":false,"humanSubjectConsent":false,"humanSubjectClinicalTrial":false,"humanSubjectCaseReport":false,"vertebrateSubjectEthicalGuidelines":false},"doi":"10.21203/rs.3.rs-7122749/v1","doiUrl":"https://doi.org/10.21203/rs.3.rs-7122749/v1","draftVersion":[],"editorialEvents":[],"editorialNote":"","failedWorkflow":false,"files":[{"id":86803118,"identity":"5b6574f8-10f4-4c26-82f6-cdb378c6262d","added_by":"auto","created_at":"2025-07-15 17:33:47","extension":"pdf","order_by":1,"title":"","display":"","copyAsset":false,"role":"manuscript-pdf","size":858975,"visible":true,"origin":"","legend":"","description":"","filename":"ReliBridgeScalableLLMBasedBackboneforSmallBusinessPlatformStability5.pdf","url":"https://assets-eu.researchsquare.com/files/rs-7122749/v1_covered_3682e723-8c08-4a55-bac0-eded9ca6cd1c.pdf"}],"financialInterests":"The authors declare no competing interests.","formattedTitle":"\u003cp\u003eReliBridge: Scalable LLM-Based Backbone for Small Business Platform Stability\u003c/p\u003e","fulltext":[],"fulltextSource":"","fullText":"","funders":[],"hasAdminPriorityOnWorkflow":false,"hasManuscriptDocX":false,"hasOptedInToPreprint":true,"hasPassedJournalQc":"","hasAnyPriority":true,"hideJournal":true,"highlight":"","institution":"","isAcceptedByJournal":false,"isAuthorSuppliedPdf":true,"isDeskRejected":"","isHiddenFromSearch":false,"isInQc":false,"isInWorkflow":false,"isPdf":true,"isPdfUpToDate":true,"isWithdrawnOrRetracted":false,"journal":{"display":true,"email":"[email protected]","identity":"researchsquare","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":true,"externalIdentity":"","sideBox":"","snPcode":"","submissionUrl":"/submission","title":"Research Square","twitterHandle":"researchsquare","acdcEnabled":true,"dfaEnabled":false,"editorialSystem":"","reportingPortfolio":"","inReviewEnabled":false,"inReviewRevisionsEnabled":true},"keywords":"Small Business Platform, Backbone Stability, Dynamic Interactions","lastPublishedDoi":"10.21203/rs.3.rs-7122749/v1","lastPublishedDoiUrl":"https://doi.org/10.21203/rs.3.rs-7122749/v1","license":{"name":"CC BY 4.0","url":"https://creativecommons.org/licenses/by/4.0/"},"manuscriptAbstract":"\u003cp\u003eLarge language models (LLMs) have shown promise in transforming various business operations, particularly for small enterprises that face unique challenges. 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