Fronset Benchmark

MiniMax M3 at a glance

Good enough on 23/54 tasks at the 90% bar. Best value on 5 tasks. Best fit for: Long-form Content Generation.

Provider
OpenRouter
Model name
minimax/minimax-m3
Cost mode:
Qualifies on
23 / 54 tasks (at 90% bar)
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)Voice Profile Generation — quality 9.58, 3.6x the cost of the best-value good-enough optionPromotional Campaign Generation — quality 7.94, 1.4x the cost of the best-value good-enough optionResearch Query Validation — quality 8.61, 5.7x the cost of the best-value good-enough optionMetadata Paragraph Rewriting — quality 7.52, 5.9x the cost of the best-value good-enough optionStructured Output Extraction — quality 9.17, 6.1x the cost of the best-value good-enough optionMarkdown Newline Repair — quality 9.06, this model IS the best-value good-enough option★Batch Text Translation — quality 8.79, 7.0x the cost of the best-value good-enough optionCommunity Policy Evaluation — quality 8.47, this model IS the best-value good-enough option★Bench Hypothesis Post Generation — quality 8.62, 22.4x the cost of the best-value good-enough optionContent To Image Prompt Generation — quality 8.26, 5.2x the cost of the best-value good-enough optionStructured Content Summarization — quality 8.38, 3.7x the cost of the best-value good-enough optionNewsletter Copy Generation — quality 9.08, this model IS the best-value good-enough option★Language Identification — quality 9.98, 6.7x the cost of the best-value good-enough optionBench Article Hypothesis Generation — quality 8.47, 1.1x the cost of the best-value good-enough optionEngagement Opportunity Triage — quality 8.65, 5.9x the cost of the best-value good-enough optionSocial Post Portfolio Selection — quality 8.40, 4.1x the cost of the best-value good-enough optionSubject Configuration Generation — quality 8.59, this model IS the best-value good-enough option★Profiled Document Structure Extraction — quality 8.73, 6.3x the cost of the best-value good-enough optionTopic Cluster Labeling — quality 8.18, 2.8x the cost of the best-value good-enough optionPublication Title Package Generation — quality 8.79, 11.7x the cost of the best-value good-enough optionVisual Theme Configuration Generation — quality 8.47, 2.6x the cost of the best-value good-enough optionProfiled Document Analysis — quality 8.04, 3.9x the cost of the best-value good-enough optionShort Post Batch Relevance Scoring — quality 7.29, this model IS 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 90% bar are plotted.

Per-task breakdown

TaskCategoryQuality (% of best)ConfidenceOverpay
Subject Configuration Generation ★Financial Analysis & Trading Decisions99%RANKEDbest value
Short Post Batch Relevance Scoring ★ bestRelevance, Classification & Matching100%RANKEDbest value
Community Policy Evaluation ★ bestRelevance, Classification & Matching100%HIGHbest value
Newsletter Copy Generation ★ bestLong-form Content Generation100%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 Generation95%RANKED2.6x
Topic Cluster LabelingTopic Organization & Clustering92%RANKED2.8x
Voice Profile GenerationLong-form Content Generation99%RANKED3.6x
Structured Content SummarizationContent Summarization & Synthesis93%RANKED3.7x
Profiled Document AnalysisFinancial Analysis & Trading Decisions90%MEDIUM3.9x
Social Post Portfolio SelectionRelevance, Classification & Matching96%RANKED4.1x
Content To Image Prompt GenerationInfrastructure & Utility93%RANKED5.2x
Research Query ValidationInfrastructure & Utility99%RANKED5.7x
Metadata Paragraph RewritingInfrastructure & Utility90%MEDIUM5.9x
Engagement Opportunity TriageRelevance, Classification & Matching97%RANKED5.9x
Structured Output ExtractionStructured Data & Fact Extraction92%RANKED6.1x
Profiled Document Structure ExtractionStructured Data & Fact Extraction98%RANKED6.3x
Language IdentificationRelevance, Classification & Matching98%RANKED6.7x
Batch Text TranslationInfrastructure & Utility95%HIGH7x
Publication Title Package GenerationContent Summarization & Synthesis96%RANKED12x
Bench Hypothesis Post GenerationSocial & Promotional Content98%HIGH22x

Overpay — how much more you pay by running this model instead of the best-value model that clears the quality bar 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.