ChatGPT is a brilliant assistant for answers, reasoning, and knowledge work, and it responds when you message it. SPIRITT is an autonomous AI workspace: it plans, builds software, deploys to production, connects to real services, remembers, self-improves, and keeps operating your work in the background 24/7.
ChatGPT leads on fast, general answers and knowledge work in a chat. SPIRITT leads when the work must be planned, built, deployed, and operated on its own.
| Capability | ||
|---|---|---|
| General chat, reasoning, and knowledge work | ||
| Answers questions on demand | ||
| Active and autonomous, not only reactive | ||
| Plans and executes multi-step goals on its own | ||
| Builds full-stack software | ||
| Deploys and hosts what it builds on real URLs | ||
| Autonomously maintains and self-optimizes what it built | ||
| 24/7 heartbeat that keeps working when you are away | ||
| Background jobs and scheduled automation | ||
| A secure cloud computer with hybrid local access | ||
| Model agnostic with model fusion, including proprietary models | ||
| Browser control and authenticated SaaS sessions | ||
| Any integration, including self-building integrations | ||
| Long-term memory across sessions | ||
| Self-learning and self-improvement over time | ||
| Video and image generation built in | ||
| Multiplayer team workspaces with agents | ||
| Customize UI, tools, and harness |
What each one is built for, and what the difference means when you need work done, not just answered.
| Feature | What this means for you | ||
|---|---|---|---|
| Core model | An autonomous workspace that plans, builds, deploys, and operates outcomes, acting on its own toward a goal. | A general AI assistant that responds to your prompts with answers, drafts, and growing agent features. | ChatGPT answers and assists; SPIRITT takes action and runs the work. |
| Active vs reactive | Active: it monitors, follows up, runs jobs, and ships work between your messages, around the clock. | Mostly reactive: it responds when you message it, with some agent and scheduled features. | SPIRITT keeps working without waiting for the next instruction. |
| Building software | Builds full-stack apps with databases, backends, integrations, and jobs, then deploys and hosts them. | Can write and explain code, and build via tools, but hosting and operation are yours. | SPIRITT delivers a running product, not a code snippet. |
| Deployment and hosting | Deploys and hosts what it builds on real URLs and keeps it monitored and healthy. | Deployment and hosting are handled outside the assistant. | Going live is part of SPIRITT, not a separate project. |
| Environment | A persistent, secure cloud computer with hybrid access to your machine, plus browser and SaaS operation. | A hosted assistant with tools and connectors, centered on the conversation. | SPIRITT is a place work runs, not only a place you ask questions. |
| Memory and learning | Long-term memory across sessions, plus self-learning and self-improvement that fit it to your needs. | Has memory features; deep self-improvement toward your workflows is more limited. | SPIRITT gets better at your specific work over time. |
| Models | Model agnostic with model fusion: combines frontier and proprietary models in one agent, best per step. | Powered by OpenAI's models. | SPIRITT is not locked to a single lab's models. |
| Best fit | People and teams who want work planned, built, deployed, and operated autonomously. | Anyone who wants a fast, capable assistant for answers, drafting, and knowledge work. | Use ChatGPT to get answers; use SPIRITT to get work done and kept running. |
Based on ChatGPT's publicly documented positioning as a general AI assistant. ChatGPT is excellent for answers and knowledge work; SPIRITT is an autonomous workspace that builds, deploys, and operates real work.
ChatGPT is a brilliant assistant that responds when you ask. SPIRITT is autonomous: you give it a goal and it plans, builds, deploys, and keeps working toward that goal on its own, in the background.
SPIRITT builds full-stack software, deploys and hosts it on real URLs, and keeps it healthy. You get a live outcome, not a snippet or a plan you still have to execute.
With a 24/7 heartbeat, a secure cloud computer, browser control, and native integrations, SPIRITT keeps operating your work between messages and across the tools you already use.
Long-term memory, self-learning, and self-improvement mean SPIRITT gets better at your specific work over time, and can even build its own tools to fit your workflow.
You set a goal; SPIRITT plans, acts, and keeps working toward it 24/7.
Full-stack apps, deployed and hosted on real URLs, kept monitored and healthy.
Runs jobs, follows up, and ships work between your messages.
Frontier and SPIRITT proprietary models in one agent, best per step.
Long-term memory and self-learning that fit SPIRITT to your work.
Operates the web and your SaaS tools, with integrations it can build itself.