Introduction

πŸ”¬ IntentScope

Intent-driven adaptive scoping for LLM APIs.

IntentScope is a smart API gateway that sits between your application and LLM providers. It automatically analyzes every prompt, routes it to the right model, and enforces token budgets β€” all with full observability.

Why IntentScope?

Without IntentScope, every request hits the same model at the same cost. With IntentScope:

  • 🧠 Intent Analysis β€” every prompt is classified before forwarding (QA, code gen, creative, etc.)
  • 🚦 Smart Routing β€” light tasks go to fast cheap models; complex tasks get powerful ones automatically
  • πŸ’° Budget Enforcement β€” hard token caps per API key, no surprise bills
  • πŸ”‘ Virtual Keys β€” create, rotate, and revoke keys without touching your LLM provider credentials
  • πŸ“Š Full Observability β€” dashboard with token usage, latency, intent breakdown, and request logs

Quick Navigation

How It Works

Your App  β†’  Virtual API Key  β†’  IntentScope Gateway
                                        β”‚
                              β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β–Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
                              β”‚   Intent Analysis   β”‚
                              β”‚  (classify prompt)  β”‚
                              β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
                                        β”‚
                              β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β–Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
                              β”‚   Budget Check      β”‚
                              β”‚  (token limits)     β”‚
                              β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
                                        β”‚
                              β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β–Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
                              β”‚   Model Router      β”‚
                              β”‚  Groq / Mistral /   β”‚
                              β”‚  Ollama             β”‚
                              β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

Every request through IntentScope is logged, analyzed, and observable β€” giving you complete control over your LLM usage.