ChatGPT Business Review for a Company-Wide Rollout

ChatGPT Business is OpenAI's paid workspace for companies: one bill, an admin console, and company data kept out of the training of OpenAI's models. It is sold to the person who decides whether everyone at the company gets a seat.

If your people use ChatGPT today and the company has not bought it for them, they use personal accounts, often with your contracts, spreadsheets and client emails in them. The company pays nothing for that use and sees none of it.

At 150 people on Standard seats, that is $36,000 a year.

For that money, Business is a sound place for your people to ask questions, once you change a handful of settings first. It is not the company-wide rollout: one subscription stops at 200 seats, it leaves personal accounts where they are, and the documents that arrive every day still wait for a person.

At Qvery, we help companies spend less on the paperwork that arrives by email every day, with custom AI agents that read each document, check it against your records and enter it in your systems.

Setting up a team's AI tools is part of our work as well. OpenAI pays us nothing, and that is the only tie this review has.

Set These Before Anyone Logs In

The admin console is where a Business workspace is set up: who joins, how they sign in, which apps ChatGPT may connect to, and what members can share. OpenAI does not train its models on a Business workspace's data, and it encrypts that data in storage and in transit.

On a personal account, training is a switch each employee controls, called "Improve the model for everyone", shown off below. In a Business workspace there is no switch to forget: company data is excluded by default.

Four other defaults deserve an afternoon before the invitations go out. Apps start switched on in Business, so ChatGPT connects to whatever your people sign it into until you turn apps off. Any member can invite colleagues into spare seats, and OpenAI offers no way to switch that off.

Shared links cannot be disabled for the workspace either. And chats and files are kept indefinitely, with no retention period to set.

The last row is the easiest to skip. OpenAI's terms cover how it handles the data you put in, not which client files your people decide to upload.

Buying Seats Does Not Move Anyone Off a Personal Account

On Business, each employee chooses whether to merge a personal workspace into the company's or keep the two apart, and OpenAI states plainly that admins cannot require a merge or a deletion.

A merge copies chats, projects, custom assistants, saved files and memories into the company workspace, and it has no undo. What moves in stays with the company: when the employee leaves, they lose access to it.

Keeping personal accounts off company devices is a separate job. OpenAI's control for it, Workspace Blocking, hides every workspace except yours, but it works through your company network: a filter that inspects traffic tags every request. The desktop and phone apps also need extra settings pushed to managed devices.

OpenAI documents Workspace Blocking for its Enterprise plan. Single sign-on alone catches company email addresses, not personal ones.

Shared Projects and Plugins Are What the Seats Buy

Projects hold a team's files and instructions, Space and Pages let a team work in one place, and plugins connect ChatGPT to Google Workspace, Microsoft 365, Slack, GitHub and a directory of business tools.

One question can then draw on the files and messages your team already keeps, which a stack of personal plans cannot do.

Writing back is where to slow down. Through HubSpot's own connector, ChatGPT can create and update customer records, ten at a time, and every change lands in HubSpot's audit log.

HubSpot also says the connector does not apply your custom validation rules, so a required field before a deal moves stage does not stop a change made through ChatGPT.

• Sites: small private pages for the workspace, built on your connected apps
• @ChatGPT in Slack and Microsoft Teams, once your administrator installs it
• Add-ins for Excel, Word, PowerPoint and Google Sheets
• Deep research, image generation and voice
• Locked chats, opened with a PIN and kept out of history and search
• Up to $500 a month of credits for OpenAI's developer platform, on eligible workspaces

It Reads Long Documents, and a Person Still Signs

A Business seat takes about 40 pages of text with the fast model and about 320 pages with the slower reasoning model, so a full contract with its schedules fits in one go. That covers the reading jobs: finding a clause, comparing two drafts, summarizing a deposition.

Reviewers who use it daily rate it highly for speed and mark it down on accuracy where the work gets complex or specialist.

Where the output leaves the building, a person checks it.

In June 2023, a federal court in New York fined two lawyers and their firm $5,000 for filing judicial opinions that did not exist, with fake quotes and citations created by ChatGPT. The New York City Bar's AI opinion cites the case and lists the duties it touches, competence and supervision among them.

Team Tasks Run on Their Own, and Someone Still Checks Every Run

ChatGPT Work takes a goal, makes a plan and works through it, and it can run once, on a schedule or when something happens: a new email in Gmail, a message in a Slack channel. On a Premium seat, a dot is an always-on agent that keeps working between conversations.

Each of those works for one person. A member's email-triggered task runs with that member's own access, and only a dot's owner can direct it.

OpenAI's guidance on managing dots, written for its Enterprise plan, says even there admins do not see a member's dot activity, and removing someone's access does not confirm their scheduled work has stopped.

Team tasks, added on 29 September 2026, are the exception. They run in the cloud under a team's own service account, on a schedule or a trigger, through connections an admin approves, and teammates can review every past run. OpenAI's examples are a daily digest, a weekly project update and a meeting briefing.

Its instructions for them are worth reading twice: check whether each run did the work, check the destination too, and before rerunning a task that sends messages or changes files, check what the earlier run already did.

For a weekly update, that checking takes a minute. For every supplier invoice that arrives in a day, the checking is the job.

One Business Subscription Stops at 200 Seats

Since 24 August 2026, a new Business subscription holds at most 200 paid seats, and OpenAI's support team cannot raise the limit. Past that, OpenAI points you to ChatGPT Enterprise, priced through its sales team. For a company of 300, the choice between the two plans is made for you.

A workspace needs at least two paid seats, in any mix. Added seats are charged at once for the rest of the cycle, while cuts only take effect at the next one, and removing a person does not reduce the seats you pay for.

Self-serve Business takes cards only: no invoices, purchase orders or bank transfers. And from December, each seat's allowance is shared between ChatGPT and Codex and measured in tokens, the units its models read and write, so heavy agent use draws on the same pool as everyday chat.

Admins Praise the Price and Miss the Export

The record from Business owners and admins is mostly about two things: the price, which they like, and the account itself, which they wish they controlled more.

The knocks are the export that does not exist, personal logins nobody can stop from inside the workspace, and, for one business, a recurring workflow that changed under it when OpenAI changed the default model.

Reviewers on PeerSpot, which pools the Team, Business and Enterprise plans on one product page, rate it 4.3 out of 5 and say much the same: fast and affordable, and not to be trusted alone on hard questions.

Who Should Buy ChatGPT Business, and Who Should Not

Buy it if your company is under 200 people, or will be for a year, and your people already use ChatGPT: the seats bring that use under the company's name, its sign-in and its data terms. Spend the afternoon on the settings first.

Pass on it, or go straight to Enterprise, if you are past 200, if a regulator will ask you for logs, or if client files must sit under a retention period you set.

ChatGPT Business helps the people who ask it questions. The invoices, orders and contracts that arrive tomorrow still need someone who never forgets to look.

Qvery's Agents Take the Supplier Invoices Off Your Clerks

The work that arrives every day, the same documents in the same inbox, is where ChatGPT Business stops and custom agents start. Take supplier invoices. A payables clerk opens each email, reads the invoice, checks the supplier, the order and past bills, then keys it into the accounting system.

A team task could watch that inbox too, but by OpenAI's own instructions someone still checks every run, and a run that repeats itself can enter the same invoice twice.

The agents we build for your payables desk read each invoice as it lands, check it against your supplier records, past bills and open orders, and prepare the draft bill in your accounting system.

An invoice with a missing order number, a new bank account or a total that does not match goes to your clerk with the reason attached.

A duplicate is stopped before it reaches the ledger, and every step the agents take is logged.

Take a typical company of this size: three payables clerks, each costing $76,500 a year with benefits, spend a quarter of their week on invoices, about ten hours each. That is $57,375 a year.

With our agents taking three quarters of that work, the job costs $17,944, including about $300 a month to run them. That gives $39,431 a year back, along with 1,170 hours of your clerks' time, and every $10,000 of the build pays for itself in about three months.

Those hours are worth most when they go to work you would otherwise hire for: supplier calls, month-end, the exceptions that need judgment.

Before the agents touch anything, we agree in writing what they may read, what they may do and where the data is processed. They start with the least access the job needs and log every action.

At first, nothing reaches your ledger until your clerk has seen it, and you decide which steps they complete on their own.

Qvery AI is an EU company and signs a data processing agreement.

Bring Us a Month of Supplier Invoices

Working with us starts with the invoices your team handled last month and the checks they run in their heads. We learn how the work gets done today, connect the agents to your inbox and your accounting system, and run them on your own invoices. A first working result arrives within two weeks of access.

After that, we count every week the hours the agents hand back and the errors they stop, and the ChatGPT seats stay with the people who ask questions.