Vaillancore Overview

Build Smart AI Agents with Context, Memory & Control. Vaillancore is an AI platform that lets developers and teams deploy powerful, context-aware chat agents in minutes — with zero ML expertise required. It handles the infrastructure, memory, embedding, and orchestration so you can focus on building what matters.

Whether you're building a support bot, an internal assistant, or a chat-enabled SaaS product, Vaillancore gives you the tools to launch and scale conversational AI fast.

Core Building Blocks

Agents

Your AI assistants. Each agent has its own:

  • System message (defines tone and purpose)
  • Model selection (e.g., GPT-4.1 Mini)
  • Attached Resources (for context-aware answers)

You control how it behaves — friendly, formal, technical, concise, etc.

→ See: Agents Overview

Resources

Reusable knowledge blocks. You add content like documentation, SOPs, or onboarding guides in the Admin Dashboard. Each Embedding (text block) becomes searchable context your agent can draw from when answering.

→ See: Resources Overview

Chat

Your users interact with your agents via the /chat endpoint. Vaillancore handles:

  • Message parsing
  • Relevant context lookup
  • Response generation via your configured model

All wrapped in a simple API that returns a clean AI response.

→ See: Chat Endpoints

Key Features

  • ✅ Context-Aware AI — Agents automatically retrieve relevant embeddings
  • ✅ Fast Setup — No fine-tuning required
  • ✅ Multi-Agent Ready — Build different bots for different use cases
  • ✅ Dashboard Controlled — Create and manage everything via UI
  • ✅ Pay-as-you-Go Friendly — Designed to work with metered or flat-rate pricing
  • ✅ Secure & Isolated — Namespaced memory for each user and agent

Who Is This For?

  • Developers building AI features into their apps
  • Startups launching chat-based tools or products
  • Internal teams automating knowledge workflows
  • Agencies deploying AI agents for client businesses

If you need AI that talks smart — and actually understands your data — Vaillancore gives you the engine and the control panel.

How It Works

At a high level:

  1. Create an Agent with a system message and model
  2. Add Resources containing your proprietary knowledge
  3. Attach Resources to the Agent in the dashboard
  4. Send Messages through the /chat endpoint
  5. Vaillancore Retrieves + Responds with AI that knows what it's talking about

What's Next?

Ready to build?