Semantic / Vector Search (Laravel 13+)

Use native vector query support to build semantic search on PostgreSQL + pgvector. Generate embeddings via the AI SDK and query them directly from the query builder.

Commands

# Migration: vector column (requires pgvector extension)
Schema::table('documents', function (Blueprint $table) {
    $table->vector('embedding', dimensions: 1536);
});

# Generate an embedding
use Illuminate\Support\Str;
$embedding = Str::of('Best wineries in Napa Valley')->toEmbeddings();