Task
The assignment, starting workspace, source material, and expected deliverable.
Raycaster Eval
AI agent benchmarks with public evidence.
Compare 1,081 AI agent benchmark tasks across professional work, with public traces, output artifacts, rubric grades, and model scores.
- Benchmark suites
- 4
- Tasks
- 1,081
- Work categories
- 50
- Published record
- Task → trace → result
Benchmarks
Choose a benchmark by the work it measures, then inspect the underlying tasks and runs.
Biopharma Bench V0.1By RaycasterRegulated company environmentsCMC, quality, and medical-device assignments completed inside simulated companies with realistic source records.71 tasksAPEX-AgentsBy MercorLong-horizon professional workMulti-hour workflows across investment banking, management consulting, and corporate law.480 tasksSpreadsheetBenchBy Renmin University, Aptura, AfterQuery, and ShortcutEnd-to-end spreadsheet editingBusiness workbook tasks that require agents to inspect, calculate, edit, and preserve spreadsheet structure.397 tasksOfficeQABy DatabricksGrounded reasoning over documentsEnterprise question answering over dense U.S. Treasury PDFs with answers grounded in source documents.133 tasks
What is published
The score is connected to the work that produced it.
Trace
The model transcript, tool calls, file reads, edits, timing, and cost when available.
Result
The completed artifact, model score, rubric-level grades, and grader rationale.
Each benchmark page explains its source, task design, available models, and publication coverage. Individual task pages link to the public runs that can be inspected.
Work categories
Cross-benchmark groupings — tasks from any benchmark can appear in a category.
AI Agents for Excel Financial ModelingSpreadsheet automation AIAI Agents for Spreadsheet Automation and Workbook EditingSpreadsheet automation AIAI Agents for Spreadsheet EditingSpreadsheet benchmarkAI Agents for Financial Statement AnalysisSEC filings AIAI Agents for M&A Legal Due DiligenceM&A diligence automationAI Agents for Document DraftingDocument automation AIAI Agents for Pricing StrategyPricing analytics AIAI Agents for Board and Executive MemosKnowledge-work AIAI Agents for Document Q&ADocument Q&A benchmarkAI Agents for Government Financial Document Q&AGovernment financial document AIAI Agents for DCF ValuationFinancial modeling AIAI Agents for Take-Private AnalysisPE transaction AIAI Agents for Legal Contract ReviewContract review automationAI Agents for Merger ModelsM&A modeling AIAI Agents for Portfolio StrategyStrategy consulting AIAI Agents for Litigation Risk AssessmentLegal memo automationAI Agents for Comparable Company AnalysisComps automationAI Agents for Manufacturing Cost OptimizationManufacturing consulting AIAI Agents for Cross-Border Regulatory ReviewCross-border legal AIAI Agents for Market SizingConsulting AIAI Agents for Digital TransformationOperations consulting AIAI Agents for Precedent Transaction AnalysisTransaction comps AIAI Agents for Real Estate Lease ReviewReal estate legal AIAI Agents for Customer SegmentationGrowth strategy AIAI Agents for LBO ModelingPrivate equity modeling AIAI Agents for Consumer Growth StrategyCPG and beauty consulting AIAI Agents for SaaS Due DiligenceSaaS PE diligence AIAI Agents for Commercial Contract RiskLegal risk analysisAI Agents for Tax Due DiligenceTax law AIAI Agents for Hospitality Loyalty StrategyTravel consulting AIAI Agents for Healthcare and Senior Living Legal RiskHealthcare legal AIAI Agents for Infrastructure FinanceProject finance AIAI Agents for SEC Disclosure AnalysisSecurities compliance AIAI Agents for Automotive EV Transition StrategyAutomotive consulting AIAI Agents for Go-To-Market StrategyGTM consulting AIAI Agents for Maritime and Environmental LiabilityMaritime law AIAI Agents for WACC and Cost of Capital AnalysisValuation AIAI Agents for Divestiture and Spin-Off AnalysisCorporate finance AIAI Agents for Energy Grid ResilienceEnergy consulting AIAI Agents for Employment Law AnalysisHR legal AIAI Agents for Privacy and GDPR CompliancePrivacy compliance AIAI Agents for Renewable Energy EconomicsRenewables consulting AIAI Agents for PowerPoint Deck CreationSlide automation AIAI Agents for FDA and Pharma Promotional ComplianceLife sciences compliance AIAI Agents for REIT Conversion AnalysisREIT finance AIAI Agents for BDC and Specialty Finance AnalysisBDC banking AIAI Agents for US State Privacy LawUS privacy complianceAI Agents for Joint Venture Legal StructuringJV legal automationAI Agents for Tariff and Trade Law AnalysisTrade compliance AIAI Agents for ESG and Climate Risk AnalysisESG analytics AI