MiniMax · budget
Is MiniMax M2.7 good?
MiniMax M2.7 has been tested across 22 task areas. It's strongest at structured output and weakest at translation & localization. It's a budget-friendly option ($0.9/1M tokens).
Our take
Strengths
Weak spots
How MiniMax M2.7 ranks, task by task
Rank is the position in each field; Rating is the absolute quality bar. A model can be rated "Excellent" yet sit mid-table when the whole field is strong — and vice-versa.
| Task area | Rank | Percentile | Rating |
|---|---|---|---|
| Structured Output | #17 of 43 |
|
Excellent |
| Product & Project Management | #26 of 44 |
|
Strong |
| Data & Analytics | #43 of 69 |
|
Excellent |
| Creative & Comedy | #33 of 44 |
|
Elo |
| Frontend & Landing Pages | #70 of 93 |
|
Weak |
| Customer Support | #35 of 43 |
|
Needs editing |
| Research & Competitive Analysis | #40 of 44 |
|
Needs editing |
| Landing Pages | #52 of 56 |
|
Needs editing |
| Legal & HR | #41 of 44 |
|
Strong |
| Content & Brand | #47 of 50 |
|
Needs editing |
| Coding | #50 of 52 |
|
Needs editing |
| RAG, Safety & Grounding | #34 of 35 |
|
Strong |
| Presentations & Decks | #43 of 44 |
|
Usable |
| Summarization & Meeting Notes | #43 of 44 |
|
Strong |
| Training & Education | #43 of 44 |
|
Usable |
| Knowledge & Docs | #92 of 94 |
|
Weak |
| AI Strategy | #49 of 50 |
|
Weak |
| Executive Assistant | #49 of 50 |
|
Needs editing |
| Investor & Pitch | #49 of 50 |
|
Weak |
| Chef / Home Cooking | #50 of 50 |
|
Weak |
| Sales | #44 of 44 |
|
Weak |
| Translation & Localization | #44 of 44 |
|
Strong |
Industry benchmarks
Standardized third-party scores, shown for context — these are independent of our real-task tests.
Artificial Analysis indices
Design Arena — human preference (avg Elo 1254)
Headline vs. real-world
MiniMax M2.7 looks strong on paper but underperforms on our real-world tasks relative to its Intelligence Index.
Source: Artificial Analysis (artificialanalysis.ai) via OpenRouter (openrouter.ai/rankings). (2026-06-29) · Source: Design Arena (www.designarena.ai) via OpenRouter (openrouter.ai/rankings). (2026-06-29)
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Frequently asked
Is MiniMax M2.7 any good?
MiniMax M2.7 places top-3 in 0 of 22 task areas we benchmarked. It performs best at Structured Output.
What is MiniMax M2.7 best at?
Its strongest task areas are Structured Output, Product & Project Management, Data & Analytics.
Is there a cheaper alternative to MiniMax M2.7?
DeepSeek V3.2 is 36% cheaper and stays competitive on quality across our benchmarks.
How we test & rank
Each model is scored on real tasks across 22 task areas by an LLM judge with deterministic checks. "Percentile" is this model's standing within each area's field; the cross-area figures are rank-based so quality and Elo scores are never mixed.
This page is Spring Prompt, running
We just did this for every model. Do it for your prompt.
The rankings above come from running real tasks through real models and scoring every output. Spring Prompt is that same engine — pointed at your prompt, your test cases, and your definition of good.
- Generate test cases from your prompt — no eval set required to start.
- Compare models side by side with quality, cost and latency in one matrix.
- Optimise the winner until the scores say it's ready to ship.
Prompt × model results
12 test cases · 3 evals