API cost decision in 10 seconds

MiniMax M3 vs GPT-5.5 Pro

Pick MiniMax M3 for lower cost; pick GPT-5.5 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-5.5 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 $120 for GPT-5.5 Pro, saving $119.1 (99.2% lower).

Cost-first pickMiniMax M3
Context-first pickGPT-5.5 Pro
Sample savings$119.199.2%
10x traffic gap$1191

GPT-5.5 Pro has more context, but MiniMax M3 saves $119.1 on the standard workload. At 10x that traffic, the same price gap is about $1191. 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 pickMiniMax M3GPT-5.5 Pro
Input-heavy / RAG5M input + 500K outputMiniMax M3$2.1$240
Balanced workload1M input + 1M outputMiniMax M3$1.5$210
Output-heavy chatbot1M input + 5M outputMiniMax M3$6.3$930
Cheaper input MiniMax M3 $0.3 vs $30 / 1M

MiniMax M3 is $29.7 cheaper per 1M input tokens (99% lower; 100x difference).

Cheaper output MiniMax M3 $1.2 vs $180 / 1M

MiniMax M3 is $178.8 cheaper per 1M output tokens (99.3% lower; 150x difference).

Larger context GPT-5.5 Pro 1.05M vs 1.05M

GPT-5.5 Pro has 1.42K more context (1x larger).

Sample workload MiniMax M3 $0.9 vs $120

MiniMax M3 is $119.1 cheaper on the standard workload (99.2% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
MiniMax M3 Calculating… Estimated API cost
GPT-5.5 Pro 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-5.5 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 $0.9 for MiniMax M3 and $120 for GPT-5.5 Pro.

Best Fit

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

Choose GPT-5.5 Pro when you care most about larger context window.

Decision Notes
  • On the standard 1M input plus 500K output workload, MiniMax M3 is estimated at $0.9 vs $120 for GPT-5.5 Pro, saving $119.1 (99.2% lower).
  • MiniMax M3 is $119.1 cheaper on the standard workload (99.2% lower).
  • MiniMax M3 is $29.7 cheaper per 1M input tokens (99% lower; 100x difference).
  • MiniMax M3 is $178.8 cheaper per 1M output tokens (99.3% lower; 150x difference).
  • GPT-5.5 Pro has 1.42K more context (1x larger).
Head-to-Head Specs
FeatureMiniMax M3
(MiniMax)
GPT-5.5 Pro
(OpenAI)
Input Price
prompt tokens per 1M
$0.3$30
Completion Price
per 1M tokens
$1.2$180
Sample Workload Cost
1M input + 500K output
$0.9$120
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 $120 for GPT-5.5 Pro, saving $119.1 (99.2% 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-5.5 ProA larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • MiniMax M2.5 (free) can replace MiniMax M3 when lower sample workload cost matters most: $0.
  • MiniMax M2.7 can replace MiniMax M3 when lower sample workload cost matters most: $0.72.
  • MiniMax-01 can replace MiniMax M3 when lower sample workload cost matters most: $0.75.
  • MiniMax M2 can replace MiniMax M3 when lower sample workload cost matters most: $0.77.

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.

Open largest context models

Provider catalogs

Compare models within provider hubs before choosing a final API vendor.

Open provider hubs

MiniMax catalog

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

Open MiniMax models

OpenAI catalog

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

Open OpenAI models
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,...

GPT-5.5 Pro

GPT-5.5 Pro is OpenAI’s high-capability model optimized for deep reasoning and accuracy on complex, high-stakes workloads. It features a 1M+ token context window (922K input, 128K output) with support for...