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Practical LLM operations guide · By Yes AI

Prepare an exit plan for a business AI provider

A business may change its AI provider because its requirements, service arrangement or available options change. An exit plan should establish what the business can take with it and what needs rebuilding. This guide focuses on operational continuity and evidence, without assuming another provider offers identical behaviour or export features.

Inventory the service being replaced

List the applications, documents, instructions, integrations and account arrangements involved. Distinguish what the business controls from what the provider hosts or supplies under the agreement. In a fictional example, a company replaces its internal policy assistant but also relies on its document sync and staff sign-in. Moving the chat interface alone would leave part of the service behind. Ask who owns each dependency and where its current configuration can be found, rather than assuming the provider name describes the whole system.

Confirm the available transfer material

Ask the current provider what configuration, source material, usage history and operating instructions can be exported under the arrangement. Request a usable sample before relying on a promised export. Some parts may need to be recreated, and the business should understand that effort before scheduling a cutover. Keep credentials out of ordinary transfer documents. Establish who can authorise access to the material and where it will be held. This planning exercise does not determine contractual rights or guarantee a particular provider’s export capability.

Define the replacement’s acceptance cases

Write down representative tasks and expected behaviour before comparing services. Include answers requiring a source, an outdated document, an unavailable integration and a request outside the user’s approved access. A replacement can sound fluent while omitting a required qualification or retrieving the wrong version. Have the business owner review actual results rather than accepting a feature list as evidence of equivalence. Keep cases that should be declined or referred to a person, as well as ordinary questions that should be answered.

Plan document and workflow cutover

Decide when the old service stops receiving changes and when the replacement becomes responsible. Account for documents updated during the transition and tasks already underway. Avoid letting both services perform the same write unless that arrangement is deliberately designed and tested. In the fictional policy assistant, compare the source inventory and document versions before redirecting staff. Record where unresolved tasks remain. A successful import count does not establish that permissions, links and current content all behave as intended.

Keep a practical recovery route

Agree how to pause or reverse the transition if acceptance checks fail. Preserve the necessary configuration and access for the approved transition period. Consider work created in the replacement system before switching back; it must not disappear or be repeated. Tell staff which service is authoritative during the trial and where to report problems. Avoid retaining the old path indefinitely without ownership, because it may continue accepting updates or incur charges after everyone believes it has been retired.

Close the old arrangement with evidence

After acceptance, review accounts, scheduled syncs, billing ownership and support contacts. Confirm which access has been revoked and which obligations remain under the agreement. Ask how retained data and backups are handled, and record the provider’s response without turning it into an absolute deletion guarantee. Verify that obsolete integrations no longer run and update staff instructions. The exit is operationally complete when the replacement meets the agreed task requirements and the remaining old-service dependencies are known and assigned.

Before you approve the workflow

  • Dependencies and business ownership are recorded.
  • Export availability is checked with a usable sample.
  • Replacement acceptance uses real-shaped business tasks.
  • Cutover and retirement account for unfinished work.

Continue planning

Plan the checks before your next LLM release

Describe the task, source documents and people who will review the answers. We can discuss evaluation, access boundaries and a staged implementation. Keep confidential documents and access credentials out of this enquiry.