API cost decision in 10 seconds

GPT-5.6 Terra Pro vs MiniMax M3

Pick MiniMax M3 for lower cost; pick GPT-5.6 Terra Pro only if the larger context window matters more.

Page updated:  Data confirmed:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick MiniMax M3 for lower cost; pick GPT-5.6 Terra Pro only if the larger context window matters more.

On the standard 1M input plus 500K output workload, MiniMax M3 is estimated at $0.9 vs $8 for GPT-5.6 Terra Pro, saving $7.1 (88.8% lower).

Cost-first pickMiniMax M3
Context-first pickGPT-5.6 Terra Pro
Sample savings$7.188.8%
10x traffic gap$71

GPT-5.6 Terra Pro has more context, but MiniMax M3 saves $7.1 on the standard workload. At 10x that traffic, the same price gap is about $71. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

MiniMax M3 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickGPT-5.6 Terra ProMiniMax M3
Input-heavy / RAG5M input + 500K outputMiniMax M3$16$2.1
Balanced workload1M input + 1M outputMiniMax M3$14$1.5
Output-heavy chatbot1M input + 5M outputMiniMax M3$62$6.3
Cheaper input MiniMax M3 $2 vs $0.3 / 1M

MiniMax M3 is $1.7 cheaper per 1M input tokens (85% lower; 6.67x difference).

Cheaper output MiniMax M3 $12 vs $1.2 / 1M

MiniMax M3 is $10.8 cheaper per 1M output tokens (90% lower; 10x difference).

Larger context GPT-5.6 Terra Pro 1.05M vs 1.05M

GPT-5.6 Terra Pro has 1.42K more context (1x larger).

Sample workload MiniMax M3 $8 vs $0.9

MiniMax M3 is $7.1 cheaper on the standard workload (88.8% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
GPT-5.6 Terra Pro Calculating… Estimated API cost
MiniMax M3 Calculating… Estimated API cost
Cheaper for this workload Calculating… Difference: calculating…

This estimate uses normalized public API pricing per 1M tokens. It is a planning aid, not a billing quote. Verify provider pricing, limits, and terms before production use.

Quick Decision

Verdict

MiniMax M3 has the lower input price; MiniMax M3 has the lower output price; GPT-5.6 Terra Pro offers the larger context window. For the 1M input plus 500K output sample, MiniMax M3 is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $8 for GPT-5.6 Terra Pro and $0.9 for MiniMax M3.

Best Fit

Choose GPT-5.6 Terra Pro when you care most about larger context window.

Choose MiniMax M3 when you care most about lower input-token price, and lower output-token price.

Decision Notes
  • On the standard 1M input plus 500K output workload, MiniMax M3 is estimated at $0.9 vs $8 for GPT-5.6 Terra Pro, saving $7.1 (88.8% lower).
  • MiniMax M3 is $7.1 cheaper on the standard workload (88.8% lower).
  • MiniMax M3 is $1.7 cheaper per 1M input tokens (85% lower; 6.67x difference).
  • MiniMax M3 is $10.8 cheaper per 1M output tokens (90% lower; 10x difference).
  • GPT-5.6 Terra Pro has 1.42K more context (1x larger).
Head-to-Head Specs
FeatureGPT-5.6 Terra Pro
(OpenAI)
MiniMax M3
(MiniMax)
Input Price
prompt tokens per 1M
$2$0.3
Completion Price
per 1M tokens
$12$1.2
Sample Workload Cost
1M input + 500K output
$8$0.9
Context Window1.05M1.05M
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionMiniMax M3On the standard 1M input plus 500K output workload, MiniMax M3 is estimated at $0.9 vs $8 for GPT-5.6 Terra Pro, saving $7.1 (88.8% lower).
High-volume input processingMiniMax M3Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsMiniMax M3Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workGPT-5.6 Terra ProA larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • gpt-oss-120b (free) can replace GPT-5.6 Terra Pro when lower sample workload cost matters most: $0.
  • gpt-oss-20b (free) can replace GPT-5.6 Terra Pro when lower sample workload cost matters most: $0.
  • gpt-oss-20b can replace GPT-5.6 Terra Pro when lower sample workload cost matters most: $0.1.
  • gpt-oss-120b can replace GPT-5.6 Terra Pro when lower sample workload cost matters most: $0.12.

Cheaper alternatives

Review low-cost models sorted by a standard 1M input plus 500K output workload.

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Larger context alternatives

Find models with larger context windows for RAG, long documents, and codebase review.

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Provider catalogs

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OpenAI catalog

Review all tracked OpenAI models before deciding whether this matchup is the right shortlist.

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MiniMax catalog

Check other MiniMax models with comparable pricing, context, or release timing.

Open MiniMax models
GPT-5.6 Terra Pro

GPT-5.6 Terra Pro is the same underlying model as [GPT-5.6 Terra](https://openrouter.ai/openai/gpt-5.6-terra), served with `reasoning.mode` set to `pro` for higher-quality responses on complex tasks. Learn more in OpenAI's docs: https://developers.openai.com/api/docs/guides/reasoning#reasoning-mode

MiniMax M3

MiniMax-M3 is a multimodal foundation model from MiniMax. It supports text, image, and video inputs with text output, a 1M-token context window, and is suited for long-horizon agentic work, coding,...