---
title: "Versus a model provider's assistant"
description: "A category comparison: OCTOPUS versus a model provider's assistant."
url: "https://docs.octo.ad/compare/model-provider-assistant/"
id: "compare/model-provider-assistant"
type: "concept"
audience: "operator"
dateModified: "2026-11-06"
keywords: ["comparison"]
---

# Versus a model provider's assistant

> A category comparison: OCTOPUS versus a model provider's assistant.

A provider's assistant gives you one model family with memory tied to that provider and its chat surface. OCTOPUS sits between your data and the models acting on it: knowledge lives in your tenant as a typed graph, context is validated before any model sees it, decisions are recorded independent of the model, and agents work under a governance plane. The model is the engine; OCTOPUS is the harness.