ChatGPT Team vs a multi-model AI platform: which is better for a company?

As of October 27, 2026, choose ChatGPT Business (the plan formerly called ChatGPT Team) if your company has standardised on OpenAI and wants Codex and ChatGPT Work in the same seat: $20 per user per month billed annually or $25 monthly, minimum two seats. Choose a multi-model platform such as Langdock (€25 per user per month, 40+ models included, hosted in the EU) if teams need Claude, GPT and Gemini side by side under one admin console, or self-host Open WebUI with your own API keys if data must stay in your environment.

Is ChatGPT Team the same as ChatGPT Business?

Yes. OpenAI's Help Center now describes the shared team workspace as ChatGPT Business. It has two seat types: Standard at $20 per user per month annually or $25 monthly, and Premium at $100 annually or $125 monthly with higher usage limits. A workspace needs at least two seats.

What is a multi-model AI platform?

A multi-model AI platform is a company chat workspace that lets employees pick between models from several vendors — for example OpenAI, Anthropic, Google and open-weight models — with one login, one admin console, shared assistants and central billing. Langdock, Open WebUI and similar tools sit in this category; ChatGPT Business and Claude Team are single-vendor workspaces.

Is a multi-model platform cheaper than ChatGPT Business?

Per seat, rarely: Langdock's Standard seat is €25 per user per month excluding VAT against $20–$25 for ChatGPT Business. The saving comes from not buying two or three single-vendor seats for the same person. A self-hosted Open WebUI costs no licence fee for internal use, but you pay API usage per token plus the engineering time to run it.

Quick Answer

ChatGPT Team vs Multi-Model AI Platforms for Companies

Published: October 27, 2026

The short answer

Buy ChatGPT Business if your company has picked OpenAI; buy a multi-model platform if it has not. As of October 27, 2026:

ChatGPT Business (the plan formerly called ChatGPT Team) — best single-vendor workspace for OpenAI shops: $20 per user per month billed annually, $25 monthly, Codex and ChatGPT Work included.
Claude Team — the same idea for Anthropic: $20 per seat per month annually, $25 monthly, Claude Code and Claude Cowork included.
Langdock — best managed multi-model workspace, especially in Europe: €25 per user per month, 40+ models included, SSO/SCIM, EU hosting.
Open WebUI (self-hosted) — best when prompts must not leave your infrastructure: free for internal use, bring your own API keys or local models.

The question is less “which chatbot is smartest” and more “how many vendors do we want to depend on”. Model leadership has changed hands several times in 2026 — compare current prices in our current API prices table — and a multi-model platform lets you switch without re-licensing every employee.

The comparison

Prices from each vendor’s pricing page on October 27, 2026 (Langdock in euros, excluding VAT).

Platform	Models	Price per user per month	Admin and governance	Where data lives	Best for
ChatGPT Business	OpenAI only	Standard $20 annual / $25 monthly · Premium $100 / $125 (≈5x usage)	Admin console, usage visibility, spend controls; min. 2 seats	OpenAI	OpenAI-standardised teams; Codex users
Claude Team	Anthropic only	Standard $20 annual / $25 monthly · Premium $100 / $125	SSO, central billing, no training on your content by default, up to $500/month pooled API credits	Anthropic	Writing-, analysis- and coding-heavy teams on Claude
Langdock	40+ models (OpenAI, Anthropic, Google, open weights)	Standard €25 · Business Max €99 (5x usage); 7-day trial	SSO/SCIM/SAML, up to 1,000 users; Governance add-on free until Jan 1, 2027, then €3.50	EU-hosted	European companies wanting every model in one place
Open WebUI	Any API or local model	No licence fee for internal use; pay API tokens or GPUs	Your IdP, your logs; branding must stay for deployments over 50 users	Your servers	Regulated data, in-house platform teams

When ChatGPT Business is the right call

Pick ChatGPT Business when most of the value your people get is from OpenAI products specifically: Codex for engineers, ChatGPT Work for agentic tasks, and OpenAI’s newest models the day they ship (GPT-6.1 Terra reached ChatGPT Work and Codex on paid plans on October 26, 2026). The Standard seat is simple to buy, a workspace needs only two seats, and workspace credits extend usage beyond the included limits. The trade-off is lock-in: if your developers prefer Claude for coding, you will end up buying Claude seats too.

When a multi-model platform wins

Different teams prefer different models. Engineering may want Claude, finance may want GPT, research may want Gemini’s long context. One seat in a multi-model tool covers all three.
You want leverage at renewal. If assistants, prompts and knowledge bases live in a vendor-neutral workspace, switching the default model is a setting, not a migration.
Data residency. Langdock hosts in the EU and offers dedicated deployments for 1,000+ users; Open WebUI runs wherever you run it.

The trade-offs: multi-model platforms get new vendor features (Codex, Claude Code, native agents) later or not at all, because those products live in the vendors’ own apps, and usage limits per seat are the platform’s, not the vendor’s.

Self-hosting with Open WebUI

Open WebUI is the most-starred self-hosted chat interface on GitHub (about 157,000 stars on October 27, 2026). It speaks to OpenAI-compatible APIs and local runtimes, so you can put it in front of a gateway such as LiteLLM and route each model to Azure, Bedrock, Vertex or a local GPU. Since v0.6.6 its licence requires keeping Open WebUI branding for deployments over 50 users; internal deployments with 50 or fewer users may rebrand. Budget for the operational work: SSO, backups, upgrades and per-user cost tracking are yours. For the gateway layer, see managed, self-hosted and hybrid agent gateway vendors.

How to choose

One vendor already won internally: ChatGPT Business or Claude Team, whichever your engineers use.
No clear winner, under 1,000 people, EU-based: Langdock.
Prompts may not leave your network: Open WebUI plus a gateway in your VPC.
Already on Microsoft 365 or Google Workspace: compare their bundled assistants first in ChatGPT Business vs Claude Team vs Gemini Workspace.

Last verified: October 27, 2026.