# YLinkTech > AI, Data, Cloud & Software Engineering Services ## Posts - [AI agents vs workflow automation: when each one fits](https://ylinktech.com/insights/ai-agents-vs-workflow-automation/): Workflow automation follows steps you define. An AI agent chooses its own steps. Here is how the two differ on cost, predictability and risk, and how to decide for a given process. - [AI model risk management in banking: what reviewers expect](https://ylinktech.com/insights/ai-model-risk-management-in-banking/): US regulators replaced SR 11-7 with revised model risk guidance in April 2026. Here is what it says about AI, what model risk teams expect to see, and how to prepare a project for review. - [AI readiness assessment checklist: what it covers](https://ylinktech.com/insights/ai-readiness-assessment-checklist/): What an AI readiness assessment looks at across use cases, data, technology, people, governance and operations, what to gather before it starts, and what the output should contain. - [Build vs buy software: a decision framework for leaders](https://ylinktech.com/insights/build-vs-buy-software-framework/): Buy what every company does the same way, build what sets you apart. This framework adds a seven-factor scorecard, a full cost comparison and the third option of buying and extending. - [The 7 Rs of cloud migration: how to choose for each application](https://ylinktech.com/insights/cloud-migration-strategies-7-rs/): Retire, retain, rehost, relocate, repurchase, replatform or refactor: what each of the 7 Rs means, and a practical order for deciding which one fits each application you run. - [Composable commerce vs monolithic platforms: how to decide](https://ylinktech.com/insights/composable-commerce-vs-monolithic-platforms/): Composable commerce buys freedom to change parts of your stack independently, and you pay in integration and operations work. A comparison, the signals for each choice and a staged path. - [Contract-to-hire for engineering roles: how it works](https://ylinktech.com/insights/contract-to-hire-for-engineering-roles/): Contract-to-hire lets you see an engineer work on your real backlog before you make a permanent offer. Here is how the process runs, when it fits and what to evaluate along the way. - [Core system modernization for banks and insurers: the options](https://ylinktech.com/insights/core-system-modernization-banks-insurers/): Replace the core, replace it piece by piece, or wrap it and move functions out over time. A look at the three options, the risks of each and how to sequence a phased program. - [Demand forecasting with machine learning: a retailer's guide](https://ylinktech.com/insights/demand-forecasting-with-machine-learning/): Machine learning can beat per-item forecasting when you have many related products and good records of what drove demand. Here are the data, methods, accuracy measures and pitfalls. - [FHIR API integration: what healthcare teams should plan for](https://ylinktech.com/insights/fhir-api-integration-guide/): Connecting to an EHR or payer through FHIR is mostly planning: which version and guides to target, how authorization gets approved, and how to handle uneven data. Here is what to prepare. - [FinOps for AI: how to see and control AI and cloud costs](https://ylinktech.com/insights/finops-for-ai-cost-control/): AI bills arrive through model APIs, cloud services, SaaS add-ons and GPUs. Here is how to see the spend, give it an owner, measure cost per outcome and set guardrails before it grows. - [Freight document automation with AI: BOLs, invoices, PODs](https://ylinktech.com/insights/freight-document-automation-with-ai/): Freight document automation reads bills of lading, invoices and proofs of delivery, checks them against shipment records and sends exceptions to people. Here is how to do it well. - [HIPAA and generative AI: what the rules require for PHI](https://ylinktech.com/insights/hipaa-and-generative-ai/): HIPAA has no separate rule for AI, so the existing ones apply. Here is how business associate agreements, minimum necessary, risk analysis and de-identification shape a generative AI feature. - [MVP development timeline: how long it takes to build an MVP](https://ylinktech.com/insights/how-long-does-it-take-to-build-an-mvp/): A focused MVP takes weeks to a few months. See what happens in each phase, the seven factors that move the date, and how to shorten the timeline without cutting the wrong things. - [How to choose a technology consulting partner: 7 checks](https://ylinktech.com/insights/how-to-choose-a-technology-consulting-partner/): Seven checks to run on any technology consulting firm before you sign: the people, the proof, engineering practice, security, code ownership, pricing and the way out. - [MES and ERP integration: patterns, standards and pitfalls](https://ylinktech.com/insights/mes-erp-integration-patterns/): MES and ERP integration works when each data object has one owner and one agreed exchange. This guide covers ISA-95, four integration patterns and the pitfalls that cause rework. - [Multi-tenant SaaS architecture: isolation models compared](https://ylinktech.com/insights/multi-tenant-saas-architecture/): Silo, pool or bridge: how strongly you isolate tenants shapes cost, operations and what enterprise customers will accept. A comparison of the models and a way to choose. - [Predictive maintenance data requirements and how to start](https://ylinktech.com/insights/predictive-maintenance-getting-started/): Predictive maintenance needs four kinds of data, and most plants already hold two of them. Here is what to collect, how much history is enough, and a six-step way to start small. - [Real-time shipment visibility: how it works, what to build](https://ylinktech.com/insights/real-time-shipment-visibility/): Real-time shipment visibility is a data pipeline: collect position and milestone data, match it to shipments, predict arrival and alert on exceptions. Here is how each part works. - [SOC 2 readiness for SaaS: the engineering work involved](https://ylinktech.com/insights/soc-2-readiness-for-saas/): Getting ready for a SOC 2 examination is mostly engineering work: access, change control, logging, recovery and the evidence each one produces. Here is what to build and in what order. - [Staff augmentation vs dedicated team vs managed services](https://ylinktech.com/insights/staff-augmentation-vs-dedicated-team-vs-managed-services/): Three ways to add engineering capacity, compared by who directs the work, who carries delivery risk and how each is priced, with questions that point you to the right one. - [Engagement models compared: fixed scope, T&M, team, managed](https://ylinktech.com/insights/technology-engagement-models-compared/): Fixed scope, time and materials, dedicated team or managed service: what you pay for in each, who carries the delivery risk, and a short set of questions for choosing between them. ## Pages - [Insights](https://ylinktech.com/insights/) - [E-Verify](https://ylinktech.com/e-verify/): At YLinkTech, we are committed to maintaining a lawful workforce. - [Accessibility Statement](https://ylinktech.com/accessibility/): YLinkTech is committed to making ylinktech.com usable by as many people as possible, including people with disabilities and people who use assistive technologies such as screen readers, screen magnifiers, voice control and keyboard-only navigation. - [Cookie Notice](https://ylinktech.com/cookie-notice/): This Cookie Notice explains how ylinktech.com uses cookies and similar technologies, such as browser storage, and how you can control them. - [Disclaimer](https://ylinktech.com/disclaimer/): The information on ylinktech.com is provided by YLINK LLC, doing business as YLinkTech, for general information about our company and services. - [Terms & Conditions](https://ylinktech.com/terms-and-conditions/): These Terms & Conditions ("Terms") are a binding agreement between you and YLINK LLC, a Missouri limited liability company doing business as YLinkTech ("YLinkTech", "we", "us"), and govern your use of ylinktech.com (the "Site"). - [About](https://ylinktech.com/about/) - [Contact](https://ylinktech.com/contact/) - [Privacy Policy](https://ylinktech.com/privacy-policy/): This Privacy Policy explains how YLINK LLC, doing business as YLinkTech ("YLinkTech", "we", "us"), collects, uses, shares and protects personal information when you visit ylinktech.com, contact us, or subscribe to our updates. 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