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Migrating off GPT-4o

GPT-4o (OpenAI) — no announced shutdown date, but superseded. Replaced by GPT-5.6 Terra. Source · Verified 2026-08-08.

GPT-4o has no announced OpenAI shutdown date, but it's several generations behind the current GPT-5.6 line and is the single highest-search-volume "legacy model" query we see. This is the migration that most people land on this page looking for.

The swap

// All AI Ask API
{
-  "model": "gpt-4o",
+  "model": "gpt-5.6-terra",
   "messages": [...]
}

Same change applies if you call OpenAI directly with its own SDK — only the model identifier changes; request/response shape is otherwise unaffected for a same-provider swap.

What actually changes

GPT-4oGPT-5.6 Terra
Blended $/M$4.38$4.50
Context window128,000 tokens400,000 tokens
Max output16,384 tokens128,000 tokens
Modalitiestext, visiontext, vision
Tokens / secunchanged / not measured78

Pricing from our live pricing registry; speed from our benchmark leaderboard where measured.

Gotchas

  • GPT-4o is a non-reasoning model. GPT-5.6 Terra supports an optional reasoning mode — leaving it off gives you a comparable latency profile to GPT-4o; turning it on trades latency for materially better multi-step accuracy at higher token cost. Decide explicitly rather than inheriting whatever the default is.
  • GPT-4o's max output is capped at 16,384 tokens. GPT-5.6 Terra allows much longer completions — if you built retry/continuation logic around hitting that 16K ceiling, you can likely simplify it away.
  • Pricing structure changed generation to generation, not just the headline number — re-check your blended cost estimate at your actual input:output ratio rather than assuming the 3:1 blended figure applies to your workload.
  • If your integration parses OpenAI SDK response objects directly (not just our unified API), double-check any GPT-4o-specific fields your code depends on — the SDK response shape for reasoning-capable models includes additional fields non-reasoning GPT-4o responses never had.

Alternatives beyond the obvious successor

Claude Sonnet 4.6$6.00/M blended

Similar "balanced" positioning from Anthropic, if you want to compare across providers rather than stay in the OpenAI family.

Gemini 3.6 Flash$3.38/M blended

Faster and cheaper than GPT-5.6 Terra with a much larger context window, if raw speed matters more than the OpenAI ecosystem.

DeepSeek V4 Flash$0.17/M blended

Substantially cheaper if budget is the primary driver and you can tolerate a less-polished tool-calling implementation.

FAQ

Is GPT-4o being shut down?

GPT-4o has no announced shutdown date, but it is superseded and no longer the recommended choice. Source: https://platform.openai.com/docs/deprecations.

What should I switch to from GPT-4o?

GPT-5.6 Terra is the direct successor. See "The swap" below for the exact model id change.

Will switching cost more or less?

The successor is +3% more expensive at blended (3:1) pricing. See the comparison table for exact per-million-token numbers.

Run the old prompt against both models, side by side

The only real way to know if a migration is safe is to test it. One workspace, both models, your actual prompts.

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