| Structured Data & Fact Extraction | claim_extraction autogenerated | 6.42 | high · n=100 | $0.002054 | -276% | no |
| Structured Data & Fact Extraction | Generic TOC Extraction | 0.00 | low · n=0 | $0.001300 | — | no |
| Structured Data & Fact Extraction | S1 TOC extraction | 0.00 | low · n=0 | $0.005154 | — | no |
| Structured Data & Fact Extraction | structured_output_extraction autogenerated | 9.84 | ranked · n=100 | $0.003067 | best | ✓ |
| Financial Analysis & Trading Decisions | onboarding_prospect_analysis autogenerated | 0.00 | low · n=0 | $0.003463 | — | no |
| Financial Analysis & Trading Decisions | SEC Filling Analysis | 7.74 | high · n=100 | $0.009450 | 87% | no |
| Financial Analysis & Trading Decisions | sec-s1-chunk-analysis autogenerated | 8.15 | ranked · n=100 | $0.014955 | 87% | no |
| Financial Analysis & Trading Decisions | synthesis_analysis autogenerated | 8.79 | ranked · n=40 | $0.014724 | 77% | ✓ |
| Financial Analysis & Trading Decisions | Trading Recommendation | 8.22 | medium · n=100 | $0.035572 | 74% | no |
| Infrastructure & Utility | claim_refinement autogenerated | 8.08 | high · n=100 | $0.002079 | best | ✓ |
| Infrastructure & Utility | image_prompt_generation autogenerated | 8.34 | ranked · n=100 | $0.004030 | 85% | ✓ |
| Infrastructure & Utility | LLM Prompt Adaptation | 8.89 | ranked · n=100 | $0.011387 | 74% | ✓ |
| Infrastructure & Utility | markdown_newline_repair autogenerated | 1.50 | low · n=1 | $0.043455 | — | no |
| Infrastructure & Utility | metadata_paragraph_improvement autogenerated | 8.58 | ranked · n=100 | $0.000814 | best | ✓ |
| Infrastructure & Utility | onboarding_chapter_prompt_generation autogenerated | 8.27 | ranked · n=100 | $0.056416 | 87% | no |
| Infrastructure & Utility | query_generation autogenerated | 8.04 | high · n=95 | $0.002930 | 87% | no |
| Infrastructure & Utility | query_validation autogenerated | 7.67 | high · n=100 | $0.001339 | -692% | no |
| Infrastructure & Utility | Translation | 7.76 | high · n=100 | $0.004132 | 87% | no |
| Long-form Content Generation | author_soul_generation autogenerated | 8.70 | ranked · n=100 | $0.009284 | 92% | no |
| Long-form Content Generation | Claim-Referenced Analyst Writing (pooled) | 8.53 | high · n=59 | $0.012542 | 76% | ✓ |
| Long-form Content Generation | onboarding_chapter_generation autogenerated | 0.00 | low · n=0 | $0.025000 | — | no |
| Long-form Content Generation | section_generation autogenerated | 9.09 | ranked · n=8 | $0.004831 | best | ✓ |
| Long-form Content Generation | Substack Newsletter (pooled) | 9.09 | ranked · n=6 | $0.004258 | 92% | ✓ |
| Long-form Content Generation | theme_generation autogenerated | 0.00 | low · n=0 | $0.007507 | — | no |
| Relevance, Classification & Matching | at_content_domain_suggest autogenerated | 0.00 | low · n=0 | $0.001983 | — | no |
| Relevance, Classification & Matching | Author Matching | 7.81 | ranked · n=100 | $0.004674 | 81% | no |
| Relevance, Classification & Matching | author_living_check autogenerated | 8.52 | high · n=92 | $0.003296 | 61% | no |
| Relevance, Classification & Matching | Relevance Scoring (POST) | 4.73 | high · n=100 | $0.001300 | 68% | no |
| Relevance, Classification & Matching | Relevance Scoring (Topic Report) | 7.91 | medium · n=60 | $0.001300 | -712% | no |
| Relevance, Classification & Matching | Relevance Scoring (X Post) | 7.08 | low · n=14 | $0.001300 | — | no |
| Relevance, Classification & Matching | subreddit_selection autogenerated | 4.56 | ranked · n=84 | $0.002763 | 87% | no |
| Relevance, Classification & Matching | subreddit_vetting autogenerated | 0.00 | low · n=0 | $0.002272 | — | no |
| Relevance, Classification & Matching | topic_client_matching autogenerated | 7.67 | ranked · n=100 | $0.014279 | -363% | no |
| Relevance, Classification & Matching | vetted_site_selection autogenerated | 0.00 | low · n=0 | $0.016832 | — | no |
| Relevance, Classification & Matching | x_post_selection autogenerated | 8.37 | ranked · n=100 | $0.001066 | 94% | ✓ |
| Social & Promotional Content | activity_promo_generation autogenerated | 8.48 | ranked · n=85 | $0.000816 | 93% | ✓ |
| Social & Promotional Content | auto_reddit_post_generation autogenerated | 7.57 | medium · n=100 | $0.023601 | 53% | no |
| Social & Promotional Content | Social Post Promo (pooled) | 8.20 | ranked · n=100 | $0.001254 | -822% | ✓ |
| Content Summarization & Synthesis | executive_summary_generation autogenerated | 7.50 | low · n=1 | $0.026125 | — | no |
| Content Summarization & Synthesis | synthesis_of_titles_for_publication autogenerated | 8.06 | ranked · n=93 | $0.004504 | 55% | no |
| Topic Organization & Clustering | ps_section_reassignment autogenerated | 0.00 | low · n=0 | $0.003146 | — | no |
| Topic Organization & Clustering | Topic Discovery Clustering (pooled) | 7.46 | high · n=100 | $0.043578 | 86% | no |
| Topic Organization & Clustering | topic_cluster_naming autogenerated | 8.20 | ranked · n=100 | $0.004549 | 87% | ✓ |
| Topic Organization & Clustering | topic_clustering_assign_sections autogenerated | 8.73 | high · n=100 | $0.000865 | 87% | ✓ |
| Topic Organization & Clustering | topic_sequence_determination autogenerated | 0.00 | low · n=0 | $0.005119 | — | no |