--- title: "AI agent development and LLM integration" description: "Fractional AI engineering services: AI agent development, LLM integration into your product, workflow automation, and technical AI strategy." canonical_url: "https://fractionalappliedai.com/services" meta: "og:description": "Fractional AI engineering services: AI agent development, LLM integration into your product, workflow automation, and technical AI strategy." "og:image": "https://fractionalappliedai.com/_og/s/o_674066a3cd163abf.png" "og:image:alt": "AI agent development and LLM integration | Fractional Applied AI" "og:image:height": "630" "og:image:type": image/png "og:image:width": "1200" "og:title": "AI agent development and LLM integration | Fractional Applied AI" "twitter:image": "https://fractionalappliedai.com/_og/s/o_674066a3cd163abf.png" "twitter:image:alt": "AI agent development and LLM integration | Fractional Applied AI" --- > Index of every page on this site: [llms.txt](https://fractionalappliedai.com/llms.txt) # AI agent development and LLM integration services I work as a fractional applied AI engineer: a few months, or a fixed sprint, inside your team, so the work ships instead of staying a prototype. The four sections below are the work I take. How the role differs from a consultant or an agency is on [the forward deployed engineer page](https://fractionalappliedai.com/forward-deployed-engineer) . To start, use the [contact page](https://fractionalappliedai.com/contact) . ## AI agent builds An agent that does one job in your operation, with a limit on what it is allowed to change. - A defined job, such as reading a record, drafting a reply, or filing a field note, against your live data. - Permissions that match the person who would have done the job by hand. - An audit trail so a person can see what the agent read and what it wrote. - A way to turn it off without taking the rest of the product down. ## LLM integration into existing products The model lives inside the product you already ship, not in a separate chat tab. - A feature in your current UI, using your auth and your design. - Retrieval or tool calls against your own records, scoped to the tenant and the role. - A small eval set built from your real cases, so "good" means good on your data. - Failure behavior a user can understand: a refusal, a handoff, or a draft a person edits. ## AI workflow automation A loop your team repeats becomes a path, and a person still owns the step that needs judgment. - The current path written down, including the exceptions, before any automation. - Software for the steps that are copying, sorting, or checking a known rule. - A human check where a wrong action costs money, safety, or trust. - Handover so the team can change the path when the business changes. ## Technical AI strategy A decision your team can execute: what to build, what to buy, and what to skip. - A review of the workflow and the systems it already touches. - A recommendation on model, vendor, and where the work should live in your stack. - A note on what a later build or hire needs to be true. - No production system. If you want the build, that is a retainer or a sprint. ## Request an intro call Bring one workflow and the system it lives in. I will tell you whether I am the right person, and what the first stretch of work would cover. [Request an intro call](https://fractionalappliedai.com/contact) [Email](mailto:hello@fractionalappliedai.com) ```json {"@context":"https://schema.org","@graph":[{"@id":"https://fractionalappliedai.com/#website","@type":"WebSite","description":"Forward deployed engineering for companies that need AI agents and LLM features shipped into the workflows they already run.","name":"Fractional Applied AI","url":"https://fractionalappliedai.com/","publisher":{"@id":"https://fractionalappliedai.com/#identity"}},{"@id":"https://fractionalappliedai.com/services#webpage","@type":"WebPage","description":"Fractional AI engineering services: AI agent development, LLM integration into your product, workflow automation, and technical AI strategy.","name":"AI agent development and LLM integration","url":"https://fractionalappliedai.com/services","breadcrumb":{"@id":"https://fractionalappliedai.com/services#/schema/breadcrumb-list/#breadcrumb"},"isPartOf":{"@id":"https://fractionalappliedai.com/#website"},"potentialAction":[{"@type":"ReadAction","target":["https://fractionalappliedai.com/services"]}],"primaryImageOfPage":{"@id":"https://fractionalappliedai.com/#logo"}},{"@id":"https://fractionalappliedai.com/#identity","@type":"Organization","description":"Hire a fractional applied AI software engineer. AI agents and LLM features shipped into your existing product and workflows.","email":"hello@fractionalappliedai.com","name":"Fractional Applied AI","url":"https://fractionalappliedai.com","contactPoint":{"@type":"ContactPoint","contactType":"sales","email":"hello@fractionalappliedai.com","url":"https://fractionalappliedai.com/contact","availableLanguage":"English"},"logo":{"@id":"https://fractionalappliedai.com/#logo"}},{"@id":"https://fractionalappliedai.com/services#/schema/breadcrumb-list/#breadcrumb","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","name":"Home","item":"https://fractionalappliedai.com/","position":1},{"@type":"ListItem","name":"Services","item":"https://fractionalappliedai.com/services","position":2}]},{"@id":"https://fractionalappliedai.com/services#service","@type":"ProfessionalService","areaServed":"Worldwide","description":"Fractional applied AI: AI agent builds, LLM integration into existing products, AI workflow automation, and technical AI strategy.","name":"Fractional Applied AI","url":"https://fractionalappliedai.com/services","serviceType":["AI agent development","LLM integration","AI workflow automation","Technical AI strategy"]},{"@id":"https://fractionalappliedai.com/#logo","@type":"ImageObject","caption":"Fractional Applied AI","contentUrl":"https://fractionalappliedai.com/logo.png","inLanguage":"en","url":"https://fractionalappliedai.com/logo.png"}]} ``` ## Sitemap See the full [sitemap](https://fractionalappliedai.com/sitemap.md) for all pages.