Get expert guidance in a few days with a Laravel code review

Ship AI with Laravel: Smart Ticket Triage with Structured Output

Published on by

▶️ Watch the video tutorial (10 minutes)

A customer writes 'I was charged twice for my order and nobody is responding to my emails, this is unacceptable.' What happens next? Someone on your team reads it, decides it's a billing issue, marks it high priority, and routes it. Now multiply that by a few hundred tickets a day. Laravel 13's AI SDK can do this automatically.

In the last episode we got our support agent talking to customers. The problem is it responds in free text. You can read it, but you can't route it, set a priority from it, or track sentiment across thousands of tickets programmatically. You need structured data.

In this episode we build a second agent called TicketClassifier that takes a customer message and returns a JSON object with four fields: category, priority, sentiment, and a summary. Every field is locked to specific allowed values, so "billing" is always "billing" and "angry" is always "angry." You get clean data you can store, filter, and act on.

I walk through the schema, test it with different messages to make sure the classification is actually correct, and wire up a controller that validates input, classifies the ticket, and returns a response. The whole flow runs end to end in Tinker by the end of the video.

Next episode we're giving our agent custom tools so it can look up real orders in the database and pull customer history. The agent stops guessing and starts working with actual application data.

⭐ GitHub: https://github.com/harris21/ship-ai-with-laravel

▶️ Watch Episode 2 now →

Harris Raftopoulos photo

Senior Software Engineer • Staff & Educator @ Laravel News • Co-organizer @ Laravel Greece Meetup

Cube

Laravel Newsletter

Join 40k+ other developers and never miss out on new tips, tutorials, and more.

image
Laravel Cloud

Easily create and manage your servers and deploy your Laravel applications in seconds.

Visit Laravel Cloud
SerpApi logo

SerpApi

Access real-time search engine results through a simple API—no more scraping headaches! Use it for AI applications, SEO tools, product research, travel information, and more

SerpApi
Lucky Media logo

Lucky Media

Get Lucky Now - the ideal choice for Laravel Development, with over a decade of experience!

Lucky Media
Harpoon: Next generation time tracking and invoicing logo

Harpoon: Next generation time tracking and invoicing

The next generation time-tracking and billing software that helps your agency plan and forecast a profitable future.

Harpoon: Next generation time tracking and invoicing
Get expert guidance in a few days with a Laravel code review logo

Get expert guidance in a few days with a Laravel code review

Expert code review! Get clear, practical feedback from two Laravel devs with 10+ years of experience helping teams build better apps.

Get expert guidance in a few days with a Laravel code review
SaaSykit: Laravel SaaS Starter Kit logo

SaaSykit: Laravel SaaS Starter Kit

SaaSykit is a Multi-tenant Laravel SaaS Starter Kit that comes with all features required to run a modern SaaS. Payments, Beautiful Checkout, Admin Panel, User dashboard, Auth, Ready Components, Stats, Blog, Docs and more.

SaaSykit: Laravel SaaS Starter Kit
Shift logo

Shift

Running an old Laravel version? Instant, automated Laravel upgrades and code modernization to keep your applications fresh.

Shift
Tinkerwell logo

Tinkerwell

The must-have code runner for Laravel developers. Tinker with AI, autocompletion and instant feedback on local and production environments.

Tinkerwell
Laravel Cloud logo

Laravel Cloud

Easily create and manage your servers and deploy your Laravel applications in seconds.

Laravel Cloud
Acquaint Softtech logo

Acquaint Softtech

Acquaint Softtech offers AI-ready Laravel developers who onboard in 48 hours at $3000/Month with no lengthy sales process and a 100 percent money-back guarantee.

Acquaint Softtech
PhpStorm logo

PhpStorm

The go-to PHP IDE with extensive out-of-the-box support for Laravel and its ecosystem.

PhpStorm
Kirschbaum logo

Kirschbaum

Providing innovation and stability to ensure your web application succeeds.

Kirschbaum

The latest

View all →
Laravel Installer Now Returns JSON When Running Inside an AI Agent image

Laravel Installer Now Returns JSON When Running Inside an AI Agent

Read article
Queue-Wide Inspection Methods in Laravel 13.8.0 image

Queue-Wide Inspection Methods in Laravel 13.8.0

Read article
Verifiable Audit Logging with Laravel Chronicle image

Verifiable Audit Logging with Laravel Chronicle

Read article
Ship AI with Laravel: Search Entire PDFs with Zero Search Logic image

Ship AI with Laravel: Search Entire PDFs with Zero Search Logic

Read article
Personalized Content Delivery System: Building an AI-powered recommendation engine with Laravel and MongoDB image

Personalized Content Delivery System: Building an AI-powered recommendation engine with Laravel and MongoDB

Read article
Laravel Brain: Visualize Your Application's Request Lifecycle image

Laravel Brain: Visualize Your Application's Request Lifecycle

Read article