AI to AI Migrationsby eMazzanti Technologies & Messaging Architects
Updated for OpenAI's retirement FAQ, October 2026

Custom GPTs retire on December 11, 2026. Here is what to do.

OpenAI is retiring custom GPTs on every ChatGPT plan. This guide covers the dates, what OpenAI's own migration keeps and drops, your three options, and a checklist to finish before the deadline. The chat below maps your options in about two minutes.

The dates that matter

OpenAI has scheduled custom GPTs to retire on December 11, 2026, and says the change affects all ChatGPT plans. Existing GPTs keep working until then, and your existing conversations with GPTs stay accessible after retirement.

Enterprise workspaces get an earlier cutoff: creating new custom GPTs ended on October 26, 2026, although existing GPTs can still be edited. Workspaces with a qualified, approved deferral have until February 11, 2027.

Other plans, OpenAI says, are expected to follow the same timeline. Check the notices in your own workspace.

Source: OpenAI Help Center: Custom GPT retirement and migration FAQ

  1. Oct 26, 2026Enterprise: creation of new custom GPTs ended
  2. Dec 11, 2026Custom GPTs retire on all plans
  3. Feb 11, 2027Retirement for Enterprise workspaces with an approved deferral

What OpenAI's plugin migration keeps, and what it drops

OpenAI's path moves each GPT into a ChatGPT plugin. According to OpenAI's FAQ, this is what happens to each part of a GPT.

Part of your GPTIn OpenAI's plugin migrationRebuilt as a Copilot agent
InstructionsBecome a skill inside the new pluginRewritten as agent instructions (up to 8,000 characters)
Knowledge filesCopied into the plugin's reference filesMoved to SharePoint or OneDrive with your permissions
Connected appsAdded to the plugin as appsRebuilt as Copilot Studio connectors or MCP servers
Custom actionsDo not transferRebuilt as Copilot Studio connectors or MCP servers
Selected modelDoes not carry overCopilot's models, including Anthropic models where enabled
Sharing settingsDo not carry over; a migrated personal plugin starts privateShared with the right people or published to your organization
Drafts and unpublished editsDo not transfer; only the latest published version movesWhatever you capture before the deadline
The original GPTBecomes read-only and can't be deleted by its creatorRetired once the agent is live

Either way, every GPT your team depends on needs some rework. The question is where that rework lands. See six Copilot agent examples rebuilt from typical GPTs.

Your three options

Most companies end up with a mix: a few GPTs worth keeping in ChatGPT, many worth moving, and some worth retiring.

Migrate to OpenAI plugins

Fits teams staying on ChatGPT. Plan time to rebuild custom actions, re-share each plugin, and check results on the new default model.

Rebuild as Microsoft Copilot agents

Fits companies that run on Microsoft 365. The agents sit next to your files, mail and meetings, and you can drop a second AI subscription.

Retire the GPT

Fits GPTs nobody uses any more, or ones Copilot already covers out of the box. Archive the instructions and files, then let it go.

A checklist to finish before December 11

1. List every GPT your team relies on

On ChatGPT Enterprise, the admin console's GPTs page shows ownership and actions. On other plans, ask each owner.

2. Publish the drafts you want to keep

OpenAI's migration only moves the latest published version. Drafts and unpublished edits do not transfer.

3. Capture each GPT's setup

Copy the instructions, conversation starters and the list of knowledge files and actions from the GPT's configuration view. There is no documented export.

4. Collect the original files

Find the original knowledge files in the owner's folders. They will be needed wherever the GPT is rebuilt.

5. Note every custom action

Record which systems each GPT calls and how it signs in. Custom actions do not transfer, so they have to be rebuilt.

6. Decide the destination for each GPT

Plugin, Copilot agent or retire. Rebuild the business-critical ones first, and test them on real prompts before people switch.

Six steps, nothing lost

Each step has an owner and a sign-off, so nothing quietly breaks along the way.

  1. AssessWe inventory who uses what: assistants, prompts, files, integrations and spend.
  2. MapEvery piece gets a home in Microsoft 365, or a reason to retire it.
  3. RebuildAssistants, connectors and prompt libraries are rebuilt and tested before anyone switches.
  4. PilotA small group works in the new tool first. We fix what they flag.
  5. TrainShort sessions built around your team's real tasks, the old way next to the new way.
  6. Switch overEveryone moves, chat history is archived, and old licenses are retired.

Questions we hear most

When do custom GPTs stop working?

OpenAI has scheduled custom GPTs to retire on December 11, 2026, across all ChatGPT plans. Enterprise workspaces with an approved deferral have until February 11, 2027. See OpenAI's retirement FAQ.

Will we lose our conversations with GPTs?

No. OpenAI says existing conversations with custom GPTs remain accessible after retirement.

Can we still create new GPTs?

On ChatGPT Enterprise, creating new custom GPTs ended on October 26, 2026. Existing, unmigrated GPTs can still be edited. OpenAI hasn't published a creation cutoff for other plans.

Can we export our custom GPTs?

OpenAI doesn't document a way to export a GPT's configuration or knowledge files. Capture the instructions, conversation starters and actions from each GPT's configuration view, and keep the original files.

What happens to the original GPT after migrating it to a plugin?

OpenAI says the original GPT becomes read-only after migration, and its creator can't delete it.

Do our custom actions carry over?

Not in OpenAI's plugin migration: custom actions do not transfer through the workflow. In a Copilot rebuild they become Copilot Studio connectors or MCP servers.

Is eMazzanti affiliated with OpenAI?

No. eMazzanti Technologies is an independent IT services company and a Microsoft partner, and offers this service with Messaging Architects. Neither is affiliated with or endorsed by OpenAI.

Who does the work

eMazzanti Technologies is an IT services company and Microsoft partner, and runs AI migrations together with Messaging Architects. A few things we have done before:

Microsoft partner

Named Microsoft's SMB Worldwide Partner of the Year, with Modern Work and Azure specializations.

A New Jersey Best Place to Work

Named one of New Jersey's Best Places to Work for 2026 by NJBIZ, based on a confidential survey of our own team.

We teach Copilot

eMazzanti runs Microsoft Copilot Master Classes for business teams. The training step of every migration comes from the same people.

The migration process was flawless, with zero downtime, and their cost-effective solutions have significantly enhanced our operational efficiency.
Brian Berdel, Chief Operating Officer, TRAISRAzure migration: zero downtime, 20–30% lower operating costs
There's absolutely no hesitancy for me to recommend eMazzanti to anyone.
Ellen Caldwell, President, Board of Directors, Olympic PrideMicrosoft 365 rollout: fundraising up fourfold

See your plan before you commit to anything.

The chat at the top builds a migration outline for your team in about two minutes. When you are ready, an eMazzanti migration lead walks through it with you.

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