Fronset Benchmark

GPT-6 Sol at a glance

Good enough on 28/54 tasks at the Balanced step. Best value on 0 tasks. Best fit for: Financial Analysis & Trading Decisions, Infrastructure & Utility, Social & Promotional Content, Content Summarizat

Provider
OpenAI
Model name
gpt-6-sol
What the steps mean
Cost mode:
Qualifies on
28 / 54 tasks (at the Balanced step)
Best value on
0 tasks

Cost vs quality across all tasks

0%25%50%75%100%678910Quality score (6–10)Cost-efficiency vs best value (1.0 = best value)Factual Claim Refinement — quality 8.20, 11.0x the cost of the best-value good-enough optionResearch Query Generation — quality 7.20, 12.2x the cost of the best-value good-enough optionMetadata Paragraph Rewriting — quality 8.04, 32.8x the cost of the best-value good-enough optionBench Hypothesis Post Generation — quality 8.62, 11.3x the cost of the best-value good-enough optionPromotional Campaign Generation — quality 7.89, 11.5x the cost of the best-value good-enough optionEngagement Opportunity Triage — quality 8.05, 21.2x the cost of the best-value good-enough optionPublic Response Generation — quality 7.65, 16.5x the cost of the best-value good-enough optionTopic Cluster Labeling — quality 8.56, 50.5x the cost of the best-value good-enough optionSocial Post Portfolio Selection — quality 8.69, 14.4x the cost of the best-value good-enough optionCatalyst And Scenario Analysis — quality 8.80, 11.7x the cost of the best-value good-enough optionContent To Image Prompt Generation — quality 8.86, 22.3x the cost of the best-value good-enough optionVoice Profile Generation — quality 9.09, 10.6x the cost of the best-value good-enough optionEvidence Grounded Claim Generation — quality 8.52, 13.5x the cost of the best-value good-enough optionVisual Theme Configuration Generation — quality 8.51, 9.9x the cost of the best-value good-enough optionStructured Content Summarization — quality 8.24, 12.0x the cost of the best-value good-enough optionProfiled Document Section Analysis — quality 8.99, 13.6x the cost of the best-value good-enough optionClaim Continuity Classification — quality 8.36, 12.8x the cost of the best-value good-enough optionPublication Title Package Generation — quality 9.15, 25.5x the cost of the best-value good-enough optionReport Executive Summary Generation — quality 8.21, 11.8x the cost of the best-value good-enough optionShort Post Batch Relevance Scoring — quality 6.74, 19.9x the cost of the best-value good-enough optionProfiled Document Analysis — quality 8.58, 6.6x the cost of the best-value good-enough optionLanguage Identification — quality 9.66, 29.4x the cost of the best-value good-enough optionGenerated Content Relevance Scoring — quality 8.04, 18.9x the cost of the best-value good-enough optionPromotional Message Generation — quality 8.23, 15.8x the cost of the best-value good-enough optionBatch Text Translation — quality 9.01, 14.1x the cost of the best-value good-enough optionSection Prompt Generation — quality 8.61, 6.6x the cost of the best-value good-enough optionResearch Community Selection — quality 7.59, 2.8x the cost of the best-value good-enough optionStructured Output Extraction — quality 9.20, 31.6x 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
Research Community SelectionRelevance, Classification & Matching97%MEDIUM2.8x
Section Prompt GenerationInfrastructure & Utility95%MEDIUM6.6x
Profiled Document AnalysisFinancial Analysis & Trading Decisions94%HIGH6.6x
Visual Theme Configuration GenerationLong-form Content Generation97%RANKED9.9x
Voice Profile GenerationLong-form Content Generation95%HIGH11x
Factual Claim RefinementInfrastructure & Utility95%MEDIUM11x
Bench Hypothesis Post GenerationSocial & Promotional Content98%RANKED11x
Promotional Campaign GenerationSocial & Promotional Content98%MEDIUM12x
Catalyst And Scenario Analysis bestFinancial Analysis & Trading Decisions100%MEDIUM12x
Report Executive Summary GenerationContent Summarization & Synthesis95%MEDIUM12x
Structured Content SummarizationContent Summarization & Synthesis93%HIGH12x
Research Query GenerationInfrastructure & Utility92%MEDIUM12x
Claim Continuity ClassificationRelevance, Classification & Matching96%RANKED13x
Evidence Grounded Claim Generation bestContent Summarization & Synthesis100%HIGH13x
Profiled Document Section AnalysisFinancial Analysis & Trading Decisions92%HIGH14x
Batch Text TranslationInfrastructure & Utility98%HIGH14x
Social Post Portfolio SelectionRelevance, Classification & Matching100%RANKED14x
Promotional Message GenerationSocial & Promotional Content94%HIGH16x
Public Response GenerationSocial & Promotional Content90%MEDIUM17x
Generated Content Relevance ScoringRelevance, Classification & Matching92%MEDIUM19x
Short Post Batch Relevance ScoringRelevance, Classification & Matching91%MEDIUM20x
Engagement Opportunity TriageRelevance, Classification & Matching91%HIGH21x
Content To Image Prompt GenerationInfrastructure & Utility99%RANKED22x
Publication Title Package Generation bestContent Summarization & Synthesis100%HIGH26x
Language IdentificationRelevance, Classification & Matching97%MEDIUM29x
Structured Output ExtractionStructured Data & Fact Extraction93%MEDIUM32x
Metadata Paragraph RewritingInfrastructure & Utility96%RANKED33x
Topic Cluster LabelingTopic Organization & Clustering97%HIGH51x

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.