The Right-Sized LLM Benchmark Cheapest LLM that's good enough.

Qwen 3.7 Plus at a glance

Good enough on 21/52 tasks at the 90% bar. Best value on 0 tasks. Best fit for: Financial Analysis & Trading Decisions, Long-form Content Generation, Social & Promotional Content.

Provider
Alibaba Cloud (DashScope)
Model name
qwen3.7-plus
Cost mode:
Qualifies on
21 / 52 tasks (at 90% bar)
Best value on
0 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)Report Executive Summary Generation — quality 8.18, 1.4x the cost of the best-value good-enough optionPublic Response Generation — quality 7.69, 13.0x the cost of the best-value good-enough optionReference Preserving Analytical Writing — quality 8.33, 5.3x the cost of the best-value good-enough optionShort Promotional Teaser Generation — quality 8.37, 24.9x the cost of the best-value good-enough optionMulti Perspective Decision Synthesis — quality 8.35, 5.0x the cost of the best-value good-enough optionPublication Title Package Generation — quality 8.59, 1.8x the cost of the best-value good-enough optionResearch Community Selection — quality 7.53, 12.5x the cost of the best-value good-enough optionEngagement Opportunity Triage — quality 8.69, 14.9x the cost of the best-value good-enough optionLanguage Identification — quality 9.91, 26.8x the cost of the best-value good-enough optionSocial Post Portfolio Selection — quality 8.33, 23.2x the cost of the best-value good-enough optionVoice Profile Generation — quality 9.06, 8.3x the cost of the best-value good-enough optionFactual Claim Refinement — quality 8.32, 9.3x the cost of the best-value good-enough optionBatch Text Translation — quality 8.93, 13.9x the cost of the best-value good-enough optionSubject Configuration Generation — quality 8.69, 4.6x the cost of the best-value good-enough optionTopic Taxonomy Matching — quality 7.95, 7.8x the cost of the best-value good-enough optionContent To Image Prompt Generation — quality 8.47, 9.7x the cost of the best-value good-enough optionProfiled Document Section Analysis — quality 8.39, 9.7x the cost of the best-value good-enough optionGenerated Content Relevance Scoring — quality 9.06, 4.4x the cost of the best-value good-enough optionCommunity Content Promotion Generation — quality 7.91, 2.6x the cost of the best-value good-enough optionStructured Output Extraction — quality 9.67, 13.3x the cost of the best-value good-enough optionTopic Cluster Labeling — quality 8.09, 3.0x 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 90% bar are plotted.

Per-task breakdown

TaskCategoryQuality (% of best)ConfidenceOverpay
Report Executive Summary GenerationContent Summarization & Synthesis94%RANKED1.4x
Publication Title Package GenerationContent Summarization & Synthesis94%RANKED1.8x
Community Content Promotion GenerationSocial & Promotional Content92%HIGH2.6x
Topic Cluster LabelingTopic Organization & Clustering91%MEDIUM3x
Generated Content Relevance ScoringRelevance, Classification & Matching99%HIGH4.4x
Subject Configuration GenerationFinancial Analysis & Trading Decisions98%RANKED4.6x
Multi Perspective Decision SynthesisFinancial Analysis & Trading Decisions94%RANKED5x
Reference Preserving Analytical WritingLong-form Content Generation91%HIGH5.3x
Topic Taxonomy MatchingRelevance, Classification & Matching94%MEDIUM7.8x
Voice Profile GenerationLong-form Content Generation92%RANKED8.3x
Factual Claim RefinementInfrastructure & Utility96%HIGH9.3x
Profiled Document Section AnalysisFinancial Analysis & Trading Decisions92%MEDIUM9.7x
Content To Image Prompt GenerationInfrastructure & Utility94%RANKED9.7x
Research Community SelectionRelevance, Classification & Matching94%MEDIUM13x
Public Response GenerationSocial & Promotional Content90%HIGH13x
Structured Output ExtractionStructured Data & Fact Extraction99%RANKED13x
Batch Text TranslationInfrastructure & Utility95%RANKED14x
Engagement Opportunity TriageRelevance, Classification & Matching98%RANKED15x
Social Post Portfolio SelectionRelevance, Classification & Matching95%RANKED23x
Short Promotional Teaser GenerationSocial & Promotional Content95%RANKED25x
Language IdentificationRelevance, Classification & Matching99%RANKED27x

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.