Platform Documentation

Welcome to QuickEmbed AI. Our platform is designed to turn your unstructured data into a private, searchable knowledge base for AI. Follow these three steps to go live:

The Dashboard is your mission control. It provides real-time monitoring of your AI ecosystem.

• Total Indexed Vectors: Monitor your knowledge volume.
• Pending Tasks: Track background ingestion progress.
• System Health: Real-time status of AI engines.
• Recent Activity: Audit trail of data changes.

The core of your project. Manage all data sources that ground your AI responses.

Efficiently synchronize your project's database with QuickEmbed AI. Instead of re-pushing entire collections, use Sync IDs to manage individual records and let our Smart Deduplication engine handle the rest.

await qe.pushData(
  "New customer notes...", 
  "Source Name", 
  { category: "CRM" }, 
  "org_slug", 
  { syncId: "ext-101" } // Your DB ID
);

// The "Perfect Mirror" strategy
const items = [
  { sync_id: "1", content: "..." },
  { sync_id: "2", content: "..." }
];

await qe.bulkPush(items, "Source Name", "org_slug", { syncMode: "full" });

await qe.deleteBySyncId("ext-101", "org_slug");

Test and refine your AI agent. Every response in the playground includes source citations to verify accuracy.

Nexus AI automatically analyzes every document as it is indexed. It identifies health scores, risks, and critical patterns without human intervention.

Generate cross-document summaries and executive briefs in seconds.

Built for real-time AI workflows. Automate the transformation of incoming data.

Adding AI to your existing application is a two-phase process: Initial Bulk Sync of your historical data, followed by Real-time Hooks to keep data fresh as users interact with your software.

// Example: Ingesting your entire "Customer" table
const customers = await db.customers.findMany();

const items = customers.map(c => ({
  content: `Notes for ${c.name}: ${c.notes}`,
  sync_id: c.id, // CRITICAL: Map your DB PK to sync_id
  metadata: { email: c.email }
}));

await qe.bulkPush(items, "Customers", "my-org-slug", { syncMode: "point" });

// Prisma Example Middleware
prisma.$use(async (params, next) => {
  const result = await next(params);
  
  if (params.model === 'Customer' && (params.action === 'create' || params.action === 'update')) {
    await qe.pushData(
      result.notes, 
      "Customers", 
      {}, 
      "my-org-slug", 
      { syncId: result.id }
    );
  }
  
  return result;
});

Programmatic access to the QuickEmbed AI engine.

import { QuickEmbedAI } from "@quickembedai/sdk";

const nb = new QuickEmbedAI("sk_live_...");
const res = await nb.query("Check contract status", "org_123");

<script src="https://quickembedai.com/widget.js" data-key="pk_live_..."></script>

QuickEmbed AI supports fine-grained access control to keep your data secure.