Use-case routing, backed by benchmarks
Every ranking row is evidence-backed. We score models per use case using external benchmark metrics, then expose confidence and top contributors so you can verify why a model ranks where it does.
Featured Use Cases
15 curatedfinance
Earnings call synthesis
Summarize earnings calls into key points, tone, and risks.
devops_sre
Log triage
Interpret logs and propose safe diagnostic steps.
business_productivity
Document summarization
Summarize long business documents into scannable outputs.
business_productivity
Knowledge base Q&A (with citations)
Answer questions grounded in an internal KB, with evidence.
legal
Contract term extraction
Extract key terms into structured fields with clause references.
customer_experience
Support bot (RAG grounded)
Support chatbot grounded in docs with optional citations and escalation.
risk_eval
Prompt injection resistance (eval)
Measure resistance to prompt injection in RAG and tool settings.
developer_tools
Code generation
Generate correct, secure code from requirements.
developer_tools
Debugging assistant
Localize bugs and propose fixes with explanations.
marketing_sales
Ad copy variants
Generate diverse headline/CTA variants under strict constraints.
data_analytics
Text-to-SQL analyst assistant
Convert questions into SQL and explain the query.
healthcare
Clinical note drafting
Summarize encounters into structured notes for clinician review.
creative
NPC dialogue
Low-latency in-character dialogue suitable for games.
adult
Adult ERP roleplay (explicit)
Explicit adult roleplay with boundary adherence and persona memory.
creative
Long-form story co-author
Generate and refine long-form fiction with continuity.
All Use Cases
100 indexed · 9 sufficient · 91 insufficient · 0 unscored| Use Case | Top Score |
|---|---|
| Thesis red teaming use_case.fin.thesis_red_team | 46.3% |
| Earnings call synthesis use_case.fin.earnings_call_synthesis | 40.9% |
| Transaction anomaly narrative use_case.fin.transaction_anomaly_narrative | 40.8% |
| AML alert triage use_case.fin.aml_alert_triage | 39.1% |
| KYC profile synthesis use_case.fin.kyc_profile_synthesis | 39.1% |
| Accounts payable invoice extraction (text) use_case.fin.ap_invoice_extraction | 35.1% |
| Filings summarization (10-K/10-Q) use_case.fin.filings_summarization | 35.6% |
| Component selection assistant use_case.eng.component_selection | 36.5% |
| Quant research code generation use_case.fin.alpha_research_codegen | 32.9% |
| Simulation setup assistant use_case.eng.simulation_setup_assistant | 26.7% |
| Cross-paper contradiction analysis use_case.bio.paper_contradictions | 33.2% |
| Literature synthesis with citations use_case.bio.literature_synthesis | 33.2% |
| Runbook step assistant use_case.sre.runbook_steps | 33.0% |
| Log triage use_case.sre.log_triage | 40.4% |
| Disinformation and manipulation resistance (eval) use_case.security.disinformation_resistance_eval | 32.2% |
| Litigation risk memo use_case.ins.litigation_risk_memo | 30.5% |
| Contract Q&A (RAG grounded) use_case.legal.contract_qna | 31.5% |
| Knowledge base Q&A (fast, no citations) use_case.business.kb_qna_fast | 35.2% |
| Regulatory summary use_case.legal.regulatory_summary | 30.9% |
| Document summarization use_case.business.doc_summarization | 37.6% |
| Political risk brief use_case.geo.political_risk_brief | 30.4% |
| Decision memo use_case.business.decision_memo | 28.0% |
| Executive briefing use_case.business.exec_briefing | 28.0% |
| Search query rewriting use_case.business.search_query_rewrite | 28.0% |
| Contract redline summary use_case.legal.contract_redline_summary | 32.7% |
| Knowledge base Q&A (with citations) use_case.business.kb_qna_with_citations | 40.8% |
| HR policy Q&A use_case.hr.hr_policy_qna | 30.0% |
| Clause playbook check use_case.legal.playbook_clause_check | 31.7% |
| Contract term extraction use_case.legal.contract_term_extraction | 31.7% |
| Agent-assist reply suggestions use_case.cx.agent_assist_replies | 30.5% |
| Policy wording comparison use_case.ins.policy_wording_compare | 30.9% |
| Codebase onboarding brief use_case.dev.codebase_onboarding | 26.2% |
| Patient education bot (RAG grounded) use_case.health.patient_education_bot | 26.5% |
| SQL debugging use_case.data.sql_debugging | 23.5% |
| Support dialogue agent use_case.cx.support_dialogue_agent | 30.9% |
| Social listening brief use_case.mkt.social_listening_brief | 27.1% |
| Crisis escalation protocol (eval) use_case.safety.crisis_escalation_protocol | 25.6% |
| Jailbreak resistance (eval) use_case.security.jailbreak_resistance_eval | 25.6% |
| Overrefusal (eval) use_case.security.overrefusal_eval | 25.6% |
| Refusal profile (eval) use_case.security.refusal_profile_eval | 25.6% |
| Scam and social engineering resistance (eval) use_case.security.scam_social_engineering_resistance_eval | 25.6% |
| Support bot (RAG grounded) use_case.cx.support_rag_bot | 35.6% |
| Prompt injection resistance (eval) use_case.security.prompt_injection_resistance_eval | 25.6% |
| Narrative tracking use_case.geo.narrative_tracking | 26.9% |
| Medical coding support (suggestions) use_case.health.medical_coding_suggest | 24.4% |
| PR review agent use_case.dev.pr_review_agent | 18.3% |
| Operator support chat use_case.ops.operator_support_chat | 29.3% |
| Code generation use_case.dev.code_generation | 19.7% |
| Agentic bug fixing use_case.dev.agentic_bug_fixing | 18.8% |
| Agentic incident response use_case.sre.agentic_incident_response | 23.4% |
| Title document search assistant (RAG grounded) use_case.re.title_search_assistant | 25.5% |
| Maintenance RCA memo use_case.ops.maintenance_rca | 27.2% |
| Manuals Q&A (RAG grounded) use_case.ops.manuals_qna | 27.2% |
| Support FAQ bot use_case.cx.support_faq_bot | 26.2% |
| Metric definition workshop use_case.data.metric_definition_workshop | 25.9% |
| Archaic and historical translation use_case.history.archaic_translation | 32.9% |
| Disruption monitoring brief use_case.sc.disruption_monitoring_brief | 27.1% |
| Supplier risk monitoring use_case.sc.supplier_risk_monitoring | 27.1% |
| Customer feedback theme mining use_case.cx.feedback_theme_mining | 27.6% |
| Security incident triage use_case.cyber.incident_triage | 28.5% |
| Campaign brief use_case.mkt.campaign_brief | 24.1% |
| Product positioning and messaging use_case.mkt.product_positioning | 24.1% |
| Social post generation use_case.mkt.social_post_generation | 24.1% |
| Malware analysis report (defensive) use_case.cyber.malware_analysis_report | 28.0% |
| Fraud signal summary use_case.ins.fraud_signal_summary | 25.7% |
| PR crisis response draft use_case.mkt.pr_crisis_response | 26.3% |
| Landing page copy use_case.mkt.landing_page_copy | 27.7% |
| Refactoring assistant use_case.dev.refactoring | 20.7% |
| Config debugging use_case.sre.config_debugging | 24.1% |
| Kubernetes manifest generation use_case.sre.iac_k8s | 24.1% |
| Terraform generation use_case.sre.iac_terraform | 24.1% |
| Dashboard narratives use_case.data.dashboard_narratives | 23.3% |
| Verilog/VHDL generation use_case.eda.verilog_generation | 20.7% |
| Cross-lingual summary use_case.business.cross_lingual_summary | 23.7% |
| Invoice and receipt extraction (text) use_case.business.invoice_receipt_extraction | 21.7% |
| Record dedupe and normalization use_case.business.record_dedupe_normalization | 21.7% |
| Grammar and writing coach use_case.lang.grammar_coach | 19.9% |
| Debugging assistant use_case.dev.debugging | 20.5% |
| Patient-friendly explanations use_case.health.patient_friendly_summaries | 28.1% |
| Document expansion use_case.business.doc_expansion | 24.0% |
| Ad copy variants use_case.mkt.ad_copy_variants | 26.8% |
| Personalized sales outreach use_case.mkt.sales_outreach_personalized | 26.8% |
| Brand voice localization use_case.mkt.brand_voice_localization | 23.8% |
| Casual chat companion use_case.companion.casual_chat | 22.4% |
| Empathetic support chat use_case.companion.empathy_support_chat | 22.4% |
| Life coaching and goal planning use_case.companion.life_coaching | 22.4% |
| Adult erotica (long-form, explicit) use_case.adult.erotica_longform | 17.4% |
| Safety and policy gating use_case.cx.safety_gating | 23.3% |
| Spam filtering and classification use_case.cx.spam_filtering | 23.3% |
| Toxicity moderation routing use_case.cx.toxicity_moderation | 23.3% |
| Text tagging and routing use_case.business.text_tagging | 23.1% |
| Legal translation use_case.legal.legal_translation | 29.8% |
| Vendor contract summary (procurement) use_case.proc.vendor_contract_summary | 27.2% |
| Mindfulness and meditation scripts use_case.wellness.mindfulness_scripts | 20.7% |
| Text-to-SQL analyst assistant use_case.data.text_to_sql | 19.6% |
| Historical document summarization use_case.history.historical_doc_summarization | 24.1% |
| Protocol structuring use_case.bio.protocol_structuring | 19.8% |
| Clinical note drafting use_case.health.clinical_note_drafting | 19.6% |
| Medical chart summary use_case.health.medical_chart_summary | 19.6% |
| Tarot-style reading use_case.spiritual.tarot_reading | 21.4% |