Migrate from OpenAI to Cohere.

Why teams migrate from OpenAI to Cohere

Most teams migrate from OpenAI to Cohere when their priorities shift toward what Cohere optimizes for. Cohere targets enterprise with RAG-native features and data privacy posture; OpenAI is general-purpose with broader developer reach.

The 5-step migration plan

1. Audit current usage. Document how your team uses OpenAI today: which features, integrations, data, and workflows depend on it. The audit takes 1-2 days but saves a week of surprises later.
2. Export data from OpenAI. Most modern SaaS exports cleanly. Look for CSV, JSON, or backup formats. Verify you have everything before any cancellation.
3. Set up Cohere and validate parity. Provision your account, invite team, configure integrations. Compare critical workflows side-by-side for 2-3 days while OpenAI is still active.
4. Import data and rebuild workflows. Bring in your exported data. Re-create any custom configurations. Document anything that doesn't translate one-to-one.
5. Cut over and verify. Switch the team to Cohere as primary. Monitor for one week. Only then decommission OpenAI.

Common pitfalls when migrating from OpenAI

• Underestimating the integration rebuild — many SaaS integrations don't transfer one-to-one.
• Not exporting historical data before cancellation — you can't always recover it.
• Switching during a busy period — schedule the cutover for a quieter week.
• Not training the team on Cohere's differences — small UX changes derail adoption.
• Forgetting to update third-party references (your help docs, onboarding flows, public pages).

The AI-search citation impact you didn't think about

Your customers and prospects increasingly research tools through ChatGPT, Claude, and Perplexity. If you're publicly visible as a OpenAI customer (case studies, social posts, documentation), the AI's "OpenAI customers" list still cites you. After migration, update your public references so AI engines update too.

Conversely: if you've built OpenAI-specific content (integrations, tutorials, templates), removing it without backfill leaves an AI citation gap. Consider a "we moved to Cohere: here's why" piece — it satisfies both AI engines and prospects considering the same migration.

Should you actually migrate?

Run a side-by-side trial for 30 days before committing. Cohere wins for the use cases described in cohere targets enterprise with rag-native features and data privacy posture; openai is general-purpose with broader developer reach. If your priorities don't match that positioning, the migration may not be worth the disruption.