Fronset Benchmark

GLM-5.3 at a glance

Good enough on 27/54 tasks at the Balanced step. Best value on 0 tasks. Best fit for: Financial Analysis & Trading Decisions, Infrastructure & Utility, Long-form Content Generation, Relevance, Classif

Provider
Z.AI
Model name
glm-5.3
What the steps mean
Cost mode:
Qualifies on
27 / 54 tasks (at the Balanced step)
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)Factual Claim Refinement — quality 8.63, 198.1x the cost of the best-value good-enough optionResearch Query Generation — quality 7.71, 148.7x the cost of the best-value good-enough optionMulti Perspective Decision Synthesis — quality 8.58, 45.8x the cost of the best-value good-enough optionTopic Sequence Optimization — quality 8.86, 714.9x the cost of the best-value good-enough optionBench Hypothesis Post Generation — quality 8.71, 471.8x the cost of the best-value good-enough optionAuthoritative Source Selection — quality 8.65, 10.0x the cost of the best-value good-enough optionEngagement Opportunity Triage — quality 8.73, 223.7x the cost of the best-value good-enough optionPublic Response Generation — quality 7.83, 753.5x the cost of the best-value good-enough optionTopic Cluster Labeling — quality 8.69, 458.2x the cost of the best-value good-enough optionSocial Post Portfolio Selection — quality 8.59, 160.2x the cost of the best-value good-enough optionTopic Section Assignment — quality 8.03, 122.5x the cost of the best-value good-enough optionCatalyst And Scenario Analysis — quality 8.21, 93.7x the cost of the best-value good-enough optionProfile Pool Matching — quality 8.35, 156.7x the cost of the best-value good-enough optionContent To Image Prompt Generation — quality 8.87, 197.7x the cost of the best-value good-enough optionVoice Profile Generation — quality 9.48, 94.4x the cost of the best-value good-enough optionThematic Topic Discovery — quality 7.90, 11.5x the cost of the best-value good-enough optionStructured Content Summarization — quality 8.41, 78.9x the cost of the best-value good-enough optionPersona Policy Eligibility Check — quality 9.19, 167.3x the cost of the best-value good-enough optionPublication Title Package Generation — quality 9.10, 574.4x the cost of the best-value good-enough optionReport Executive Summary Generation — quality 8.61, 70.5x the cost of the best-value good-enough optionProfiled Document Analysis — quality 8.79, 210.6x the cost of the best-value good-enough optionLanguage Identification — quality 9.79, 149.4x the cost of the best-value good-enough optionCommunity Content Promotion Generation — quality 8.25, 13.0x the cost of the best-value good-enough optionResearch Query Validation — quality 8.28, 519.0x the cost of the best-value good-enough optionPromotional Message Generation — quality 8.52, 372.5x the cost of the best-value good-enough optionBatch Text Translation — quality 8.92, 209.1x the cost of the best-value good-enough optionReference Preserving Analytical Writing — quality 8.88, 53.8x 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
Authoritative Source Selection bestRelevance, Classification & Matching100%RANKED10x
Thematic Topic DiscoveryTopic Organization & Clustering96%HIGH12x
Community Content Promotion GenerationSocial & Promotional Content94%MEDIUM13x
Multi Perspective Decision SynthesisFinancial Analysis & Trading Decisions97%RANKED46x
Reference Preserving Analytical WritingLong-form Content Generation95%MEDIUM54x
Report Executive Summary Generation bestContent Summarization & Synthesis100%RANKED71x
Structured Content SummarizationContent Summarization & Synthesis95%HIGH79x
Catalyst And Scenario AnalysisFinancial Analysis & Trading Decisions93%HIGH94x
Voice Profile GenerationLong-form Content Generation99%RANKED94x
Topic Section AssignmentTopic Organization & Clustering98%MEDIUM123x
Research Query GenerationInfrastructure & Utility98%HIGH149x
Language IdentificationRelevance, Classification & Matching98%MEDIUM149x
Profile Pool MatchingRelevance, Classification & Matching96%MEDIUM157x
Social Post Portfolio SelectionRelevance, Classification & Matching99%RANKED160x
Persona Policy Eligibility CheckRelevance, Classification & Matching100%MEDIUM167x
Content To Image Prompt GenerationInfrastructure & Utility99%RANKED198x
Factual Claim Refinement bestInfrastructure & Utility100%MEDIUM198x
Batch Text TranslationInfrastructure & Utility97%MEDIUM209x
Profiled Document AnalysisFinancial Analysis & Trading Decisions96%MEDIUM211x
Engagement Opportunity TriageRelevance, Classification & Matching98%RANKED224x
Promotional Message GenerationSocial & Promotional Content98%HIGH372x
Topic Cluster LabelingTopic Organization & Clustering98%HIGH458x
Bench Hypothesis Post GenerationSocial & Promotional Content99%RANKED472x
Research Query ValidationInfrastructure & Utility96%MEDIUM519x
Publication Title Package GenerationContent Summarization & Synthesis100%RANKED574x
Topic Sequence Optimization bestTopic Organization & Clustering100%HIGH715x
Public Response GenerationSocial & Promotional Content92%MEDIUM754x

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.