Provider
Anthropic
Model name
claude-opus-4-7
Last benchmarked
Qualified on
0 / 48 tasks (at the 90% bar)
Best value on
0 tasks

Good enough on 0/48 tasks at the 90% bar. Best value on 0 tasks. Best fit for: Infrastructure & Utility, Long-form Content Generation, Topic Organization & Clustering, Financial Analysis & Trading Decisions, Structured Data & Fact Extraction.

Cost vs quality across all tasks, as of 24 June 2026

This model doesn't qualify on any task at the 90% bar.

Per-task breakdown, as of 24 June 2026

TaskCategoryQuality (% of best)ConfidenceOverpay
Substack Newsletter bestLong-form Content Generation100%HIGH—
Geographic Region IdentificationStructured Data & Fact Extraction98%RANKED—
Claim-Referenced Analyst WritingLong-form Content Generation97%MEDIUM—
X Post SelectionRelevance, Classification & Matching99%HIGH—
Activity Feed Blurb GenerationSocial & Promotional Content97%MEDIUM—
Onboarding Chapter Prompt AdaptationInfrastructure & Utility97%HIGH—
Author MatchingRelevance, Classification & Matching94%MEDIUM—
SEC Filing AnalysisFinancial Analysis & Trading Decisions96%MEDIUM—
Topic Grouping and Client MatchingRelevance, Classification & Matching94%HIGH—
Topic Cluster NamingTopic Organization & Clustering96%HIGH—
Topic Discovery Clustering bestTopic Organization & Clustering100%HIGH—
Publication Title GenerationContent Summarization & Synthesis92%MEDIUM—
Reddit Post GenerationSocial & Promotional Content92%HIGH—
Structured Output ExtractionStructured Data & Fact Extraction92%HIGH—
Executive Summary GenerationContent Summarization & Synthesis98%MEDIUM—
Investment Panel VotingFinancial Analysis & Trading Decisions98%MEDIUM—
Prompt AdaptationInfrastructure & Utility100%RANKED—
Image Prompt GenerationInfrastructure & Utility96%RANKED—
Trading RecommendationFinancial Analysis & Trading Decisions96%RANKED—
Author Voice GenerationLong-form Content Generation98%RANKED—
S-1 TOC ExtractionStructured Data & Fact Extraction92%MEDIUM—

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.