Before switching an AI subscription, check what you can take with you and whether the exported material remains usable. An exit-readiness brief covers conversations, files, project instructions, generated outputs, and organizational ownership. It turns cancellation into a planned handover rather than a discovery that important work is trapped in an old account.
Primary sources checked on 8 October 2026. Worked examples and sample records below are illustrative; they do not represent product tests or real customer findings.
Inventory the work you need to preserve
List the actual assets, not just the number of chats. A project may include uploaded documents, reusable instructions, generated spreadsheets, image outputs, source citations, shared links, and permissions. Identify the owner of each item and whether the team has an independent copy. A conversation export may preserve text without recreating the project’s full working environment.
Separate personal and organizational accounts. A user may be able to export personal history while a managed workspace follows different policies. Do not assume that a button visible in one account exists in another plan. Add account type and administrative control to the inventory. Ask the workspace owner to confirm any retention or access implications before an irreversible cancellation.
Read the current export instructions
OpenAI’s official export article describes the account data export workflow. Use the current help page for the account being evaluated, and inspect its stated scope and qualifications. This is a primary source for the described export process; it does not establish that every AI vendor uses the same file formats or transfer route.
For each provider, find the official export documentation and identify what is included, how delivery works, and whether there are prerequisites or expiration conditions. Record the observation date. Avoid making a migration plan from a blog post that refers to an old settings menu. If documentation is incomplete, mark the asset type unresolved and seek an authorized sample export before cancellation.
Create the exit-readiness matrix
Use columns for asset type, business importance, official export route, expected format, independent copy, destination usability, owner, and unresolved issue. Give high priority to outputs that cannot easily be recreated: approved research notes, annotated source sets, custom instructions, and completed deliverables. Treat redundant drafts differently from authoritative records.
An illustrative row might show that conversation text has an export route but a generated presentation already exists as a separately saved file. Another might show that shared permissions must be recreated in the destination. The brief should not call everything migrated merely because an archive downloaded successfully. Each important asset needs a usable destination or an explicit preservation plan.
Inspect a sample export before relying on it
Open the archive in an authorized environment and inspect representative items. Check whether timestamps, titles, message boundaries, citations, and attachments appear as expected. If the export contains references to external files, verify whether those files are included or still depend on the old service. A link in a transcript is not equivalent to possession of the linked asset.
Test readability in the intended destination. A new AI tool may not import the old conversation structure, even when a human can read the archive. Decide whether you need a searchable archive, a selected project briefing, or a true native import. These are different migration goals. Record what was tested and avoid claiming import compatibility from the existence of an export format alone.
Plan sequencing and access continuity
Create the export while the account and relevant permissions are still active. Preserve independent copies of critical source files and deliverables before changing ownership or subscription settings. Confirm who will hold the archive and who can access it. Use a sensible folder structure and a manifest so the team can find the materials after the original interface is gone.
Do not move confidential client data into a new provider solely because migration is convenient. Use the organization’s approved destination and access rules. The practical task is preserving work with appropriate ownership, not expanding its audience. If a shared project belongs to another person or workspace, resolve that relationship before assuming your export captures the authoritative copy.
Write the final exit-readiness brief
Give each critical asset a state: preserved and readable, preserved with limitations, export pending, or no verified route. Include the action, owner, and evidence needed to close every gap. State which account and product version were checked. A concise summary can then tell the decision maker whether cancellation is operationally ready or which materials still need attention.
Keep a record of the last successful export and the independent file checks. If work continues in the old account during the transition, schedule a final incremental capture or clearly define the cutoff. Do not assume the first archive includes later edits. The completed brief should make the handover reproducible and show exactly what remains available after the subscription changes.
Review and preserve the finished exit-readiness brief
Before handing over the result, perform a review that starts from the evidence rather than the generated prose. Pick a clearly supported item, a disputed item, and an item with missing information. Write the expected treatment of each before reading the proposed conclusions. Then open the cited originals and compare the result with those expectations. Check the surrounding text, headings, dates, and qualifications, because a citation can point to the correct document while supporting a narrower statement.
Ask a colleague to use the finished deliverable without your explanation. They should be able to locate the original records, identify unresolved questions, and understand which statements are direct evidence and which are your interpretation. Revise any place where they must guess. Keep the reviewed output, source manifest, prompt, and correction history together. Record the review date and the event that should trigger another check. When a source changes, preserve the earlier assessment and explain which conclusions were affected rather than silently replacing the evidence.
Do not equate an empty result with the absence of a problem. Check that all intended inputs were included and readable. Explain exclusions and merged records. A useful handover makes incompleteness visible and assigns a next action to the person who can resolve it.
Frequently asked questions
Does exporting chats migrate a workspace?
Not automatically. Files, instructions, permissions, and native project structures may need separate preservation.
Should I cancel before exporting?
Preserve and inspect critical assets while access is available, then follow the approved cancellation plan.
Can another tool import the archive?
Check the destination’s documented import capability and test representative items; export availability alone does not prove compatibility.
What if an attachment is only linked?
Verify whether the file is included and independently accessible. Preserve an authorized copy when necessary.
What is the completion test?
Every critical asset has a readable independent copy or a documented unresolved issue with an owner and next action.
