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GPT-5.6 Terra Alternatives

What is the best alternative to GPT-5.6 Terra?

The closest alternative to GPT-5.6 Terra (OpenAI, $4.50/M blended) is GPT-5.6 Luna, from OpenAI, a drop-in migration priced -90% relative to GPT-5.6 Terra at blended (3:1) rates. The tradeoff: you'd give up max output drops from 128,000 to 64,000 tokens and no extended-thinking mode.

Verified 2026-08-08

The closest match to GPT-5.6 Terra (OpenAI, $4.50/M) is GPT-5.6 Luna — a drop-in migration at -90% price. You'd give up: max output drops from 128,000 to 64,000 tokens, no extended-thinking mode.

Closest match
GPT-5.6 Luna
drop-in
-90% price. Biggest gap: max output drops from 128,000 to 64,000 tokens.
Cheapest alternative
GPT-OSS 20B
config
-97.1% price. Biggest gap: context drops from 400,000 to 131,072 tokens.
Fastest alternative
GPT-OSS 120B (Cerebras)
config
-90% price. Biggest gap: context drops from 400,000 to 131,072 tokens.

Ranked — top 8 alternatives

#ModelProviderEffort$/M (Δ%)tok/s (Δ%)ContextParityCloseness
1GPT-5.6 LunaOpenAIdrop-in$0.45 (-90%)+61.5%0K78%81
2GPT-5.6 SolOpenAIdrop-in$11.25 (+150%)-43.6%0K100%76
3Gemini 3.6 FlashGooglecode-change$3.38 (-25%)+46.2%+600K89%67
4Gemini 3.5 Flash LiteGooglecode-change$0.56 (-87.5%)+107.7%+600K78%66
5Gemini 3.1 ProGooglecode-change$4.50 (0%)-29.5%+1.6M89%65
6Qwen 3.8 30BGroqconfig$1.20 (-73.3%)+784.6%-269K44%64
7GPT-OSS 120B (Cerebras)Cerebrasconfig$0.45 (-90%)+3041%-269K22%63
8GPT-OSS 20BGroqconfig$0.13 (-97.1%)+1335.9%-269K33%63

Top 3, in detail

Same provider — change the model string, nothing else.

You lose: Max output drops from 128,000 to 64,000 tokens; No extended-thinking mode.

Request diff
Before — OpenAI
base_url: https://api.openai.com/v1
auth: Bearer API key
After — OpenAI
base_url: https://api.openai.com/v1
auth: Bearer API key
sdk: openai
model: "gpt-5.6-luna"

Same provider — change the model string, nothing else.

Request diff
Before — OpenAI
base_url: https://api.openai.com/v1
auth: Bearer API key
After — OpenAI
base_url: https://api.openai.com/v1
auth: Bearer API key
sdk: openai
model: "gpt-5.6-sol"
Gemini 3.6 Flashcode-change

contents/parts structure instead of messages; an OpenAI-compatible endpoint exists but only covers a subset of parameters.

You lose: Max output drops from 128,000 to 64,000 tokens.

You gain: Context grows from 400,000 to 1,000,000 tokens.

Request diff
Before — OpenAI
base_url: https://api.openai.com/v1
auth: Bearer API key
After — Google
base_url: https://generativelanguage.googleapis.com/v1beta
auth: API key (header or query param); OAuth/service-account on Vertex AI
sdk: @google/genai
model: "gemini-3.6-flash"

Or don't migrate at all

One base URL, one key, change the model string — every alternative above is already callable through All AI Ask.

curl https://allaiask.com/api/v1/chat \
  -H "Authorization: Bearer $ALLAIASK_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model": "gpt-5.6-luna", "messages": [{"role": "user", "content": "Hello"}]}'

OpenAI gotchas when switching away

  • Reasoning tokens are billed separately from output tokens on Sol and Terra.

Related

GPT-5.6 Terra pricingOpenAI provider hubclaude-opus-4-8 vs GPT-5.6 Terragrok-4.3 vs GPT-5.6 TerraBest LLM for Math & ReasoningBest LLM for Long Documents & RAG

FAQ

What is the closest alternative to GPT-5.6 Terra?

GPT-5.6 Luna is the closest match: drop-in migration, -90% price, losing max output drops from 128,000 to 64,000 tokens.

Can I switch off GPT-5.6 Terra without changing my code?

Within OpenAI, GPT-5.6 Luna is a drop-in swap — same request shape, just change the model string.

What do I lose switching from GPT-5.6 Terra?

Against the closest match, GPT-5.6 Luna: Max output drops from 128,000 to 64,000 tokens; No extended-thinking mode.

Prices and specs verified 2026-08-08.

Try GPT-5.6 Terra against its closest alternative

Run the same prompt on both, side by side, before you commit to a migration.

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