Cost mode:

At a glance

Good enough on 23/35 tasks at the 95% bar. Cheapest qualifier on 6 tasks. Best fit for: Social & Promotional Content.

Provider
Moonshot AI
Model name
kimi-k2.6
Qualifies on
23 / 35 tasks (at 90% bar)
Cheapest qualifier on
6 tasks

Cost vs quality across all tasks

$0.00039$0.00161$0.00673$0.02806$0.116990246810Quality score (0–10)Blended cost / callactivity_promo_generation autogenerated — quality 8.64, cost $0.002040at_content_domain_suggest autogenerated — quality 0.00, cost $0.005303Author Matching — quality 8.81, cost $0.013565author_living_check autogenerated — quality 8.88, cost $0.007413author_soul_generation autogenerated — quality 8.17, cost $0.019308auto_reddit_post_generation autogenerated — quality 8.26, cost $0.050155 (anchor)claim_extraction autogenerated — quality 6.06, cost $0.004977claim_refinement autogenerated — quality 7.01, cost $0.005129Claim-Referenced Analyst Writing (pooled) — quality 8.77, cost $0.030644content-summarization autogenerated — quality 8.61, cost $0.014419Direct Browse Content Synthesis — quality 0.00, cost $0.002192executive_summary_generation autogenerated — quality 0.00, cost $0.061118Generic TOC Extraction — quality 0.00, cost $0.002950image_prompt_generation autogenerated — quality 8.27, cost $0.008922Language Detection — quality 9.98, cost $0.000387LLM Prompt Adaptation — quality 8.73, cost $0.023979markdown_newline_repair autogenerated — quality 0.00, cost $0.090606metadata_paragraph_improvement autogenerated — quality 7.40, cost $0.001774onboarding_chapter_generation autogenerated — quality 0.00, cost $0.051746onboarding_chapter_prompt_generation autogenerated — quality 8.75, cost $0.116991onboarding_prospect_analysis autogenerated — quality 0.00, cost $0.007622ps_section_reassignment autogenerated — quality 0.00, cost $0.007567query_generation autogenerated — quality 8.59, cost $0.006990query_validation autogenerated — quality 8.04, cost $0.002951region_identification autogenerated — quality 9.25, cost $0.006814 (anchor)S1 TOC extraction — quality 0.00, cost $0.011307SEC Filling Analysis — quality 7.58, cost $0.019872sec-s1-chunk-analysis autogenerated — quality 8.54, cost $0.034047section_generation autogenerated — quality 9.05, cost $0.010100Social Post Promo (pooled) — quality 8.21, cost $0.003239structured_output_extraction autogenerated — quality 9.54, cost $0.007042subreddit_selection autogenerated — quality 5.08, cost $0.007060subreddit_vetting autogenerated — quality 0.00, cost $0.004998Substack Newsletter (pooled) — quality 9.21, cost $0.008882synthesis_analysis autogenerated — quality 8.38, cost $0.040023synthesis_of_titles_for_publication autogenerated — quality 8.68, cost $0.010036 (anchor)theme_generation autogenerated — quality 0.00, cost $0.018540Topic Discovery Clustering (pooled) — quality 5.60, cost $0.106954topic_client_matching autogenerated — quality 7.16, cost $0.032433topic_cluster_naming autogenerated — quality 8.50, cost $0.012598topic_clustering_assign_sections autogenerated — quality 8.64, cost $0.002421topic_sequence_determination autogenerated — quality 0.00, cost $0.011546Trading Recommendation — quality 8.51, cost $0.074631Translation — quality 8.04, cost $0.008831x_com_messages_for_promotion autogenerated — quality 2.50, cost $0.057803x_post_selection autogenerated — quality 8.18, cost $0.003028

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 autogenerated6.06high · n=100$0.004977-810%no
Structured Data & Fact ExtractionGeneric TOC Extraction0.00low · n=0$0.002950no
Structured Data & Fact Extractionregion_identification autogenerated9.25ranked · n=33$0.006814best
Structured Data & Fact ExtractionS1 TOC extraction0.00low · n=0$0.011307no
Structured Data & Fact Extractionstructured_output_extraction autogenerated9.54high · n=99$0.007042-130%
Financial Analysis & Trading Decisionsonboarding_prospect_analysis autogenerated0.00low · n=0$0.007622no
Financial Analysis & Trading DecisionsSEC Filling Analysis7.58high · n=100$0.01987273%no
Financial Analysis & Trading Decisionssec-s1-chunk-analysis autogenerated8.54ranked · n=100$0.03404770%
Financial Analysis & Trading Decisionssynthesis_analysis autogenerated8.38high · n=40$0.04002339%no
Financial Analysis & Trading DecisionsTrading Recommendation8.51ranked · n=100$0.07463146%
Infrastructure & Utilityclaim_refinement autogenerated7.01high · n=100$0.005129-147%no
Infrastructure & Utilityimage_prompt_generation autogenerated8.27ranked · n=100$0.00892267%
Infrastructure & UtilityLLM Prompt Adaptation8.73ranked · n=100$0.02397946%
Infrastructure & Utilitymarkdown_newline_repair autogenerated0.00low · n=0$0.090606no
Infrastructure & Utilitymetadata_paragraph_improvement autogenerated7.40medium · n=100$0.001774-118%no
Infrastructure & Utilityonboarding_chapter_prompt_generation autogenerated8.75ranked · n=86$0.11699173%
Infrastructure & Utilityquery_generation autogenerated8.59ranked · n=83$0.00699069%
Infrastructure & Utilityquery_validation autogenerated8.04medium · n=100$0.002951-1646%no
Infrastructure & UtilityTranslation8.04ranked · n=100$0.00883172%
Long-form Content Generationauthor_soul_generation autogenerated8.17ranked · n=100$0.01930884%no
Long-form Content GenerationClaim-Referenced Analyst Writing (pooled)8.77high · n=100$0.03064442%
Long-form Content Generationonboarding_chapter_generation autogenerated0.00low · n=0$0.051746no
Long-form Content Generationsection_generation autogenerated9.05ranked · n=8$0.010100-109%
Long-form Content GenerationSubstack Newsletter (pooled)9.21ranked · n=6$0.00888284%
Long-form Content Generationtheme_generation autogenerated0.00low · n=0$0.018540no
Relevance, Classification & Matchingat_content_domain_suggest autogenerated0.00low · n=0$0.005303no
Relevance, Classification & MatchingAuthor Matching8.81ranked · n=100$0.01356545%
Relevance, Classification & Matchingauthor_living_check autogenerated8.88high · n=89$0.00741313%
Relevance, Classification & MatchingLanguage Detection9.98ranked · n=100$0.000387-246%
Relevance, Classification & Matchingsubreddit_selection autogenerated5.08ranked · n=84$0.00706067%no
Relevance, Classification & Matchingsubreddit_vetting autogenerated0.00low · n=0$0.004998no
Relevance, Classification & Matchingtopic_client_matching autogenerated7.16high · n=100$0.032433-951%no
Relevance, Classification & Matchingx_post_selection autogenerated8.18ranked · n=100$0.00302882%
Social & Promotional Contentactivity_promo_generation autogenerated8.64ranked · n=85$0.00204082%
Social & Promotional Contentauto_reddit_post_generation autogenerated8.26high · n=100$0.050155best
Social & Promotional ContentSocial Post Promo (pooled)8.21high · n=100$0.003239-2282%
Social & Promotional Contentx_com_messages_for_promotion autogenerated2.50low · n=1$0.057803no
Content Summarization & Synthesiscontent-summarization autogenerated8.61ranked · n=100$0.014419-603%
Content Summarization & SynthesisDirect Browse Content Synthesis0.00low · n=0$0.002192no
Content Summarization & Synthesisexecutive_summary_generation autogenerated0.00low · n=0$0.061118no
Content Summarization & Synthesissynthesis_of_titles_for_publication autogenerated8.68ranked · n=90$0.010036best
Topic Organization & Clusteringps_section_reassignment autogenerated0.00low · n=0$0.007567no
Topic Organization & ClusteringTopic Discovery Clustering (pooled)5.60medium · n=100$0.10695465%no
Topic Organization & Clusteringtopic_cluster_naming autogenerated8.50ranked · n=100$0.01259864%
Topic Organization & Clusteringtopic_clustering_assign_sections autogenerated8.64high · n=100$0.00242164%
Topic Organization & Clusteringtopic_sequence_determination autogenerated0.00low · n=0$0.011546no