Cost mode:

At a glance

Good enough on 2/35 tasks at the 95% bar. Cheapest qualifier on 0 tasks. Doesn't qualify on any: Financial Analysis & Trading Decisions, Structured Data & Fact Extraction, Content Summarization & Synthesis, Long-form Content Generation, Social & Promotional Content, Topic Organization & Clustering, Infrastructure & Utility.

Provider
Gemini
Model name
gemini-3.1-flash-lite
Qualifies on
2 / 35 tasks (at 90% bar)
Cheapest qualifier on
0 tasks

Cost vs quality across all tasks

$0.00006$0.00028$0.00137$0.00676$0.033430246810Quality score (0–10)Blended cost / callactivity_promo_generation autogenerated — quality 7.83, cost $0.000628at_content_domain_suggest autogenerated — quality 0.00, cost $0.000763Author Matching — quality 7.01, cost $0.001798author_living_check autogenerated — quality 7.49, cost $0.002535author_soul_generation autogenerated — quality 7.32, cost $0.007142auto_reddit_post_generation autogenerated — quality 6.29, cost $0.018154claim_extraction autogenerated — quality 5.89, cost $0.000790claim_refinement autogenerated — quality 6.71, cost $0.000800Claim-Referenced Analyst Writing (pooled) — quality 5.97, cost $0.004824content-summarization autogenerated — quality 5.70, cost $0.002483Direct Browse Content Synthesis — quality 3.45, cost $0.000693executive_summary_generation autogenerated — quality 4.00, cost $0.010048Generic TOC Extraction — quality 0.00, cost $0.000500image_prompt_generation autogenerated — quality 7.35, cost $0.001550Language Detection — quality 9.99, cost $0.000056LLM Prompt Adaptation — quality 5.00, cost $0.004380markdown_newline_repair autogenerated — quality 0.00, cost $0.033427metadata_paragraph_improvement autogenerated — quality 7.38, cost $0.000313onboarding_chapter_generation autogenerated — quality 0.00, cost $0.009616onboarding_chapter_prompt_generation autogenerated — quality 5.72, cost $0.021698onboarding_prospect_analysis autogenerated — quality 0.00, cost $0.001332ps_section_reassignment autogenerated — quality 0.00, cost $0.002420query_generation autogenerated — quality 6.68, cost $0.001127query_validation autogenerated — quality 7.59, cost $0.000515region_identification autogenerated — quality 7.77, cost $0.001233Relevance Scoring (POST) — quality 4.38, cost $0.000500Relevance Scoring (Topic Report) — quality 8.25, cost $0.000500Relevance Scoring (X Post) — quality 6.11, cost $0.000500S1 TOC extraction — quality 0.00, cost $0.001982SEC Filling Analysis — quality 6.00, cost $0.003635sec-s1-chunk-analysis autogenerated — quality 6.95, cost $0.005752section_generation autogenerated — quality 7.77, cost $0.001858Social Post Promo (pooled) — quality 7.22, cost $0.000965structured_output_extraction autogenerated — quality 4.75, cost $0.002359subreddit_selection autogenerated — quality 4.63, cost $0.001063subreddit_vetting autogenerated — quality 0.00, cost $0.001748Substack Newsletter (pooled) — quality 7.36, cost $0.003275synthesis_analysis autogenerated — quality 6.97, cost $0.005663synthesis_of_titles_for_publication autogenerated — quality 7.29, cost $0.001732theme_generation autogenerated — quality 0.00, cost $0.002887Topic Discovery Clustering (pooled) — quality 4.22, cost $0.016761topic_client_matching autogenerated — quality 6.48, cost $0.005492topic_cluster_naming autogenerated — quality 7.21, cost $0.001750topic_clustering_assign_sections autogenerated — quality 8.05, cost $0.000333topic_sequence_determination autogenerated — quality 0.00, cost $0.001969Trading Recommendation — quality 5.28, cost $0.013681Translation — quality 6.79, cost $0.001589vetted_site_selection autogenerated — quality 6.80, cost $0.006474x_com_messages_for_promotion autogenerated — quality 3.50, cost $0.008634x_post_selection autogenerated — quality 8.22, cost $0.000820

qualifies at 90% bar · doesn't qualify · ★ this model is the best on that task. Lower + further right = cheaper + higher quality. Y-axis is log-scaled.

Per-task breakdown

CategoryTaskQualityConfidenceCost / callvs bestQualifies @ 90%
Structured Data & Fact Extractionclaim_extraction autogenerated5.89high · n=100$0.000790-44%no
Structured Data & Fact ExtractionGeneric TOC Extraction0.00low · n=0$0.000500no
Structured Data & Fact Extractionregion_identification autogenerated7.77high · n=25$0.00123382%no
Structured Data & Fact ExtractionS1 TOC extraction0.00low · n=0$0.001982no
Structured Data & Fact Extractionstructured_output_extraction autogenerated4.75medium · n=88$0.00235923%no
Financial Analysis & Trading Decisionsonboarding_prospect_analysis autogenerated0.00low · n=0$0.001332no
Financial Analysis & Trading DecisionsSEC Filling Analysis6.00high · n=100$0.00363595%no
Financial Analysis & Trading Decisionssec-s1-chunk-analysis autogenerated6.95high · n=83$0.00575295%no
Financial Analysis & Trading Decisionssynthesis_analysis autogenerated6.97medium · n=28$0.00566391%no
Financial Analysis & Trading DecisionsTrading Recommendation5.28high · n=78$0.01368190%no
Infrastructure & Utilityclaim_refinement autogenerated6.71ranked · n=100$0.00080062%no
Infrastructure & Utilityimage_prompt_generation autogenerated7.35ranked · n=100$0.00155094%no
Infrastructure & UtilityLLM Prompt Adaptation5.00high · n=100$0.00438090%no
Infrastructure & Utilitymarkdown_newline_repair autogenerated0.00low · n=0$0.033427no
Infrastructure & Utilitymetadata_paragraph_improvement autogenerated7.38high · n=93$0.00031362%no
Infrastructure & Utilityonboarding_chapter_prompt_generation autogenerated5.72high · n=82$0.02169895%no
Infrastructure & Utilityquery_generation autogenerated6.68medium · n=71$0.00112795%no
Infrastructure & Utilityquery_validation autogenerated7.59high · n=100$0.000515-205%no
Infrastructure & UtilityTranslation6.79high · n=92$0.00158995%no
Long-form Content Generationauthor_soul_generation autogenerated7.32ranked · n=89$0.00714294%no
Long-form Content GenerationClaim-Referenced Analyst Writing (pooled)5.97ranked · n=58$0.00482491%no
Long-form Content Generationonboarding_chapter_generation autogenerated0.00low · n=0$0.009616no
Long-form Content Generationsection_generation autogenerated7.77medium · n=5$0.00185862%no
Long-form Content GenerationSubstack Newsletter (pooled)7.36low · n=5$0.00327594%no
Long-form Content Generationtheme_generation autogenerated0.00low · n=0$0.002887no
Relevance, Classification & Matchingat_content_domain_suggest autogenerated0.00low · n=0$0.000763no
Relevance, Classification & MatchingAuthor Matching7.01high · n=100$0.00179893%no
Relevance, Classification & Matchingauthor_living_check autogenerated7.49medium · n=67$0.00253570%no
Relevance, Classification & MatchingLanguage Detection9.99high · n=84$0.00005650%
Relevance, Classification & MatchingRelevance Scoring (POST)4.38high · n=100$0.00050088%no
Relevance, Classification & MatchingRelevance Scoring (Topic Report)8.25low · n=42$0.000500-212%no
Relevance, Classification & MatchingRelevance Scoring (X Post)6.11low · n=9$0.000500no
Relevance, Classification & Matchingsubreddit_selection autogenerated4.63high · n=60$0.00106395%no
Relevance, Classification & Matchingsubreddit_vetting autogenerated0.00low · n=0$0.001748no
Relevance, Classification & Matchingtopic_client_matching autogenerated6.48high · n=100$0.005492-78%no
Relevance, Classification & Matchingvetted_site_selection autogenerated6.80low · n=1$0.006474no
Relevance, Classification & Matchingx_post_selection autogenerated8.22high · n=100$0.00082095%
Social & Promotional Contentactivity_promo_generation autogenerated7.83ranked · n=61$0.00062895%no
Social & Promotional Contentauto_reddit_post_generation autogenerated6.29high · n=100$0.01815464%no
Social & Promotional ContentSocial Post Promo (pooled)7.22ranked · n=97$0.000965-610%no
Social & Promotional Contentx_com_messages_for_promotion autogenerated3.50low · n=1$0.008634no
Content Summarization & Synthesiscontent-summarization autogenerated5.70high · n=100$0.002483-21%no
Content Summarization & SynthesisDirect Browse Content Synthesis3.45low · n=14$0.000693no
Content Summarization & Synthesisexecutive_summary_generation autogenerated4.00low · n=1$0.010048no
Content Summarization & Synthesissynthesis_of_titles_for_publication autogenerated7.29ranked · n=69$0.00173283%no
Topic Organization & Clusteringps_section_reassignment autogenerated0.00low · n=0$0.002420no
Topic Organization & ClusteringTopic Discovery Clustering (pooled)4.22high · n=100$0.01676195%no
Topic Organization & Clusteringtopic_cluster_naming autogenerated7.21ranked · n=92$0.00175095%no
Topic Organization & Clusteringtopic_clustering_assign_sections autogenerated8.05medium · n=99$0.00033395%no
Topic Organization & Clusteringtopic_sequence_determination autogenerated0.00low · n=0$0.001969no