Fronset Benchmark

MiniMax M3 at a glance

Good enough on 21/54 tasks at the Balanced step. Best value on 5 tasks. Best fit for: Long-form Content Generation.

Provider
OpenRouter
Model name
minimax/minimax-m3
What the steps mean
Cost mode:
Qualifies on
21 / 54 tasks (at the Balanced step)
Best value on
5 tasks

Cost vs quality across all tasks

0%25%50%75%100%78910Quality score (7–10)Cost-efficiency vs best value (1.0 = best value)Profiled Document Structure Extraction — quality 8.74, 5.9x the cost of the best-value good-enough optionBench Hypothesis Post Generation — quality 8.61, 11.9x the cost of the best-value good-enough optionPromotional Campaign Generation — quality 7.95, 1.4x the cost of the best-value good-enough optionEngagement Opportunity Triage — quality 8.65, 21.8x the cost of the best-value good-enough optionTopic Cluster Labeling — quality 8.17, 13.0x the cost of the best-value good-enough optionSocial Post Portfolio Selection — quality 8.39, 3.2x the cost of the best-value good-enough optionContent To Image Prompt Generation — quality 8.27, 5.1x the cost of the best-value good-enough optionVoice Profile Generation — quality 9.37, 2.0x the cost of the best-value good-enough optionVisual Theme Configuration Generation — quality 8.29, 1.5x the cost of the best-value good-enough optionStructured Content Summarization — quality 8.39, 2.6x the cost of the best-value good-enough optionNewsletter Copy Generation — quality 8.72, this model IS the best-value good-enough option★Publication Title Package Generation — quality 8.75, 13.0x the cost of the best-value good-enough optionCommunity Policy Evaluation — quality 8.34, this model IS the best-value good-enough option★Short Post Batch Relevance Scoring — quality 7.43, this model IS the best-value good-enough option★Language Identification — quality 9.86, 7.5x the cost of the best-value good-enough optionMarkdown Newline Repair — quality 9.12, this model IS the best-value good-enough option★Research Query Validation — quality 8.63, 5.6x the cost of the best-value good-enough optionSubject Configuration Generation — quality 8.42, this model IS the best-value good-enough option★Batch Text Translation — quality 8.79, 3.1x the cost of the best-value good-enough optionBench Article Hypothesis Generation — quality 8.48, 1.1x the cost of the best-value good-enough optionStructured Output Extraction — quality 9.12, 6.1x the cost of the best-value good-enough option

within ~1.3× of the best-value model · 1.3–2× · >2× · ★ this model is the best-value pick on that task. Top-right = best quadrant. Only tasks where this model qualifies at the Balanced step are plotted.

Per-task breakdown

TaskCategoryQuality (% of best)ConfidenceOverpay
Subject Configuration Generation ★Financial Analysis & Trading Decisions98%RANKEDbest value
Short Post Batch Relevance Scoring ★ bestRelevance, Classification & Matching100%RANKEDbest value
Community Policy Evaluation ★ bestRelevance, Classification & Matching100%HIGHbest value
Newsletter Copy Generation ★Long-form Content Generation99%RANKEDbest value
Markdown Newline Repair ★ bestInfrastructure & Utility100%MEDIUMbest value
Bench Article Hypothesis GenerationEvidence-Grounded Hypothesis Generation97%HIGH1.1x
Promotional Campaign GenerationSocial & Promotional Content99%MEDIUM1.4x
Visual Theme Configuration GenerationLong-form Content Generation94%RANKED1.5x
Voice Profile GenerationLong-form Content Generation98%RANKED2x
Structured Content SummarizationContent Summarization & Synthesis94%RANKED2.6x
Batch Text TranslationInfrastructure & Utility95%HIGH3.1x
Social Post Portfolio SelectionRelevance, Classification & Matching96%RANKED3.2x
Content To Image Prompt GenerationInfrastructure & Utility93%RANKED5.1x
Research Query ValidationInfrastructure & Utility100%RANKED5.6x
Profiled Document Structure ExtractionStructured Data & Fact Extraction98%RANKED5.9x
Structured Output ExtractionStructured Data & Fact Extraction92%RANKED6.1x
Language IdentificationRelevance, Classification & Matching99%RANKED7.5x
Bench Hypothesis Post GenerationSocial & Promotional Content98%HIGH12x
Topic Cluster LabelingTopic Organization & Clustering92%RANKED13x
Publication Title Package GenerationContent Summarization & Synthesis96%RANKED13x
Engagement Opportunity TriageRelevance, Classification & Matching98%RANKED22x

Overpay — how much more you pay by running this model instead of the best-value model that meets the quality step on that task (marked ★). "16x" means you overpay 16× — the same output for 16× the best-value good-enough option; ★ means this model is that option (no overpayment). Confidence — how sure we are about the quality score (more judgments + more agreement = higher confidence): RANKED many independent judges scored this model's outputs and their agreement is very high (most confident) — HIGH many judges have scored it and they mostly agree (well-pinned) — MEDIUM enough judges have weighed in to publish, but they disagree more than we'd like (treat with a small grain of salt). LOW-confidence cells are hidden everywhere on the site. See the methodology for the exact thresholds.