MiniMax M2.7 API Benchmarks, Pricing & Provider Data
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MiniMax M2.7 benchmark, API pricing, and provider data cover 247 API providers, with prices starting at $0.0010/request. MiniMax M2.7 free API options are available from 9 providers. The page also shows measured API speed and first-token latency.
MiniMax M2.7 is a high-tier M2-series model tuned for complex reasoning, long-context dialogue, and production-grade API workloads.
Category Performance
Observed-capability estimates with uncertainty reported separately from independent benchmark families.
- Coverage
- 5 / 8
- Methodology
- V3.0
#1Instruction following54.6Provisional1/4 Measured dimensions
#1Reasoning54.6Estimated2/4 Measured dimensions
#3Knowledge51.9Provisional1/4 Measured dimensions
#4Coding47.2RatedGlobal rank #313/4 Measured dimensions
#5Agents45RatedGlobal rank #474/4 Measured dimensions
Specifications
Input and output token limits for this model, plus how it ranks on long-context understanding.
Features
Technical Details
- Input
- Output
- Released
- Mar 2026
- Tokenizer
- Other
- Architecture
- text->text
- Moderated
- No
- Supported parameters
- frequency_penaltyinclude_reasoninglogit_biaslogprobsmax_tokensmin_ppresence_penaltyreasoningrepetition_penaltyresponse_formatseedstopstructured_outputstemperaturetool_choicetoolstop_ktop_logprobstop_p
Rankings
Excels at
It's decent at
Falls behind in
Detailed scores
Updated: Aug 31, 2026Overall
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Overall score51.0#67 / 100
Overall
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Pricing
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Input price$0.300/M#54 / 180Output price$1.20/M#49 / 180
Pricing
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Agents
V3.0undefined metric} other undefined metrics}} · Rated
Score45#4780% interval39.0–51.04/4 Measured dimensionsAgentic score45.1#53 / 69Terminal-Bench 2.057.0#36 / 53
Agents
V3.0undefined metric} other undefined metrics}} · Rated
Coding
V3.0undefined metric} other undefined metrics}} · Rated
Score47.2#3180% interval39.0–55.43/4 Measured dimensionsSciCode47.0%#35 / 205Coding score43.0#66 / 81
Coding
V3.0undefined metric} other undefined metrics}} · Rated
Reasoning
V3.0undefined metric} other undefined metrics}} · Estimated
Score54.680% interval43.8–65.42/4 Measured dimensionsGPQA87.4%#47 / 212HLE29.6%#52 / 209
Reasoning
V3.0undefined metric} other undefined metrics}} · Estimated
Knowledge
V3.0undefined metric} other undefined metrics}} · Provisional
Score51.980% interval35.9–67.91/4 Measured dimensionsGPQA-D87.0#27 / 31MMLU-Pro (Arcee)80.8#5 / 5
Knowledge
V3.0undefined metric} other undefined metrics}} · Provisional
Math
V3.0undefined metric} other undefined metrics}} · No data
80% interval30.8–69.20/4 Measured dimensionsAIME25 (Arcee)80.0#5 / 5
Math
V3.0undefined metric} other undefined metrics}} · No data
Multilingual
V3.0undefined metric} other undefined metrics}} · No data
No data80% interval30.8–69.20/4 Measured dimensions
Multilingual
V3.0undefined metric} other undefined metrics}} · No data
Multimodal
V3.0undefined metric} other undefined metrics}} · No data
80% interval30.8–69.20/4 Measured dimensionsDesign Arena Website1258.0#34 / 75
Multimodal
V3.0undefined metric} other undefined metrics}} · No data
Instruction following
V3.0undefined metric} other undefined metrics}} · Provisional
Score54.680% interval38.6–70.61/4 Measured dimensionsAA-IFBench75.7#16 / 84
Instruction following
V3.0undefined metric} other undefined metrics}} · Provisional
OpenRouter endpoints
10 endpointsThird-party OpenRouter endpoint data, shown separately from LMSpeed measurements. Some 30-minute live performance fields only appear after syncing with an OpenRouter API key.
| Provider endpoint | Input | Output | 1d uptime | 30m latency | 30m throughput | Context / output |
|---|---|---|---|---|---|---|
DeepInfra deepinfra/fp8 | $0.250/M | $1/M | 99.9% | — | — | undefined tokens / undefined tokens |
Novita novita/fp8 | $0.270/M | $1.08/M | 99.7% | — | — | undefined tokens / undefined tokens |
Minimax minimax/fp8 | $0.300/M | $1.20/M | 99.6% | — | — | undefined tokens / undefined tokens |
AtlasCloud atlas-cloud/fp8 | $0.300/M | $1.20/M | 99.3% | — | — | undefined tokens / undefined tokens |
Groq groq | $0.600/M | $1.80/M | 98.1% | — | — | undefined tokens / undefined tokens |
Minimax minimax/highspeed | $0.600/M | $2.40/M | 97.6% | — | — | undefined tokens / undefined tokens |
Mara mara | $0.240/M | $0.960/M | 93.1% | — | — | undefined tokens / undefined tokens |
GMICloud gmicloud/fp8 | $0.300/M | $1.20/M | 91.2% | — | — | undefined tokens / undefined tokens |
SambaNova sambanova | $0.600/M | $2.40/M | 86.2% | — | — | undefined tokens / undefined tokens |
DeepInfra deepinfra/turbo | $0.380/M | $1.70/M | 69.5% | — | — | undefined tokens / undefined tokens |
Pricing Comparison
Compare MiniMax M2.7 API pricing across 238 providers. Prices range from $0.0010/request to $2997.00/M. 3173721 API offers the lowest rate at $0.0010/request. 9 providers offer free API credits or a free tier.
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Frequently Asked Questions
- What benchmark data does MiniMax M2.7 include?
- LMSpeed shows MiniMax M2.7 benchmark context, API price, output speed, first-token latency, and provider data across 247 providers when those signals are available.
- What is the MiniMax M2.7 API price?
- MiniMax M2.7 has pricing from 247 providers, ranging from $0.0010/request to $2997.00/M. 3173721 API has the lowest listed price.
- What does the MiniMax M2.7 API pricing table include?
- The MiniMax M2.7 API pricing table compares 247 providers by input price, output price, free tier status, speed, first-token latency, and recent health data when available.
- Which provider has the cheapest MiniMax M2.7 API pricing?
- 3173721 API currently has the lowest listed MiniMax M2.7 price at $0.0010/request across 247 providers.
- Can I compare MiniMax M2.7 API price and speed together?
- Yes. LMSpeed shows MiniMax M2.7 API price, output speed, first-token latency, and provider health on the same page so you can compare cost and performance together.
- Is MiniMax M2.7 API free?
- Yes, MiniMax M2.7 free API options are available through 9 providerundefined other undefined} on LMSpeed, including Zero API, ApiToken Online, Dext API, WSocket AI, 91VIP API. These providers offer free API credits or a free tier with no per-token charges.
- Where can I get MiniMax M2.7 free API access?
- LMSpeed currently lists 9 free API providerundefined other undefined} for MiniMax M2.7: Zero API, ApiToken Online, Dext API, WSocket AI, 91VIP API. Check each provider row before using it because free tier limits can change.