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
Tinkerwell

Enjoy coding and debugging in an editor designed for fast feedback and quick iterations. It's like a shell for your application – but with multi-line editing, code completion, and more.

Visit Tinkerwell
No Compromises logo

No Compromises

Joel and Aaron, the two seasoned devs from the No Compromises podcast, are now available to hire for your Laravel project. ⬧ Flat rate of $9500/mo. ⬧ No lengthy sales process. ⬧ No contracts. ⬧ 100% money back guarantee.

No Compromises
Laravel Cloud logo

Laravel Cloud

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

Laravel Cloud
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
Kirschbaum logo

Kirschbaum

Providing innovation and stability to ensure your web application succeeds.

Kirschbaum
Tinkerwell logo

Tinkerwell

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

Tinkerwell
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
Shift logo

Shift

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

Shift
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
PhpStorm logo

PhpStorm

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

PhpStorm

The latest

View all →
Bulk Job Dispatching with Bus::bulk() in Laravel 13.13 image

Bulk Job Dispatching with Bus::bulk() in Laravel 13.13

Read article
Audit Laravel Apps for Security Issues with Checkpoint image

Audit Laravel Apps for Security Issues with Checkpoint

Read article
In-Memory Eloquent Models with Truffle image

In-Memory Eloquent Models with Truffle

Read article
Detect and Resolve Laravel Schema Drift with MigrAlign image

Detect and Resolve Laravel Schema Drift with MigrAlign

Read article
Laravel Cloud Adds Scale-to-Zero and Spending Limits image

Laravel Cloud Adds Scale-to-Zero and Spending Limits

Read article
Shift + AI = Fully Automated Laravel Upgrades image

Shift + AI = Fully Automated Laravel Upgrades

Read article