The Synthetic Data Company

Verified synthetic work environments

Verified Environments For Long-Horizon Agents

We build verified long-horizon environments for training and evaluating AI systems on real work: coding, financial analysis, and legal workflows.

The Evidence

More Environments Produce Better Models

Model performance scales predictably with the number of verified training environments. More environments, covering more real workflows, produce agents that generalize better to production work.

Y-axis: Average Ranking (lower is better)

Data from Qwen 3.5 Technical Report (Alibaba, 2026). Average ranking computed across BFCL-V4, VITA-Bench, DeepPlanning, Tool-Decathlon, and MCP-Mark.

What We Build Today

Current Environment Classes

Coding

Coding Agents

1,000+ environments across 30+ domains. Agents build compilers, databases, cloud services, and more — verified by real test suites.

Explore Coding Environments →

Finance

Financial Workflows

Synthetic data rooms with fully grounded financial documents. Computer use agents navigate Excel, data rooms, and deal workflows.

Explore Finance Environments →

Legal

Legal Workflows

Synthetic data rooms for M&A, due diligence, and contract negotiation. Computer use agents work in iManage, Outlook, and Word.

Explore Legal Environments →

SimulacraComing Soon

Company-Level Simulacra for Long-Horizon Agents

Simulate a full enterprise, deploy agent teams across every function, and measure the ROI against human baselines.

Acme Corp — Simulacra Runtime

initializing

Leadership & Org Chart

Board of DirectorsCEOCFOCOOCTOCIOCISOCLOCMOCHROVP EngVP SalesVP ProductVP OpsVP FinanceControllerTreasurerCorp Secretary

Departments

EngineeringFinanceLegalSalesOperationsHRMarketingProductData ScienceIT & SecurityRisk & AuditCustomer SuccessSupply ChainCorp DevTreasuryFacilitiesProcurementTax

Products & Services

Platform CoreEnterprise APIAnalytics SuiteMobile AppAdmin ConsoleDeveloper SDKMarketplaceManaged ServicesProfessional ServicesSupport PlansTraining & Certs

Revenue & Financials

$2.4B ARR142% NRR68% Gross MarginQ1 Pipeline $890M18-mo RunwaySeries F $340M3,200 CustomersLTV:CAC 4.1x$38K ACV12% ChurnFY25 BudgetCap Table

Geographies

US-EastUS-WestEMEA-NorthEMEA-SouthUK & IrelandDACHNordicsAPAC-ANZAPAC-SEAJapanIndiaLATAMCanadaMiddle East

Customer Segments

Enterprise (10K+)Mid-Market (1K-10K)SMB (<1K)GovernmentHealthcareFinancial ServicesTechnologyManufacturingRetailEducationNonprofits
138 entities1,847 relationships42 access policies

Productivity

13
Microsoft WordExcelPowerPointOutlookTeamsOneNoteSharePointOneDriveGoogle DocsGoogle SheetsGoogle SlidesCalendarCopilot

Development

14
VS CodeGitHubGitLabJenkinsDockerKubernetesTerraformAWS ConsoleGCP ConsoleAzure PortalCircleCIArgoCDGrafanaDatadog

Finance & ERP

14
SAP S/4HANAOracle EBSNetSuiteWorkday FinConcurBloombergFactSetAnaplanAdaptive PlanningBlackLineCoupaBrexCartaStripe

CRM & Sales

13
SalesforceHubSpotOutreachGongZoomInfoClariDocuSignSalesloftChorus.aiCPQ EngineDealHubPandaDocApollo

Legal & Compliance

12
iManageRelativityKira SystemsContractPodAiIntralinks VDRDiligent BoardsIroncladClioLexisNexisWestlawDocuSign CLMExterro

Data & Analytics

14
SnowflakeDatabricksTableauPower BILookerAirflowdbtFivetranRedshiftBigQuerySparkKafka ConnectStitchMode
201 application surfaces16 categoriesFull enterprise stack

Finance

15
Deal AnalystModel ReviewerCompliance OfficerPortfolio MgrTax AnalystTreasury OpsAP ProcessorRevenue ForecasterAudit PrepBudget PlannerFX HedgingInvestor RelationsCash Flow MonitorCredit AnalystCost Allocator

Legal

14
Diligence AnalystContract ReviewerSigning CoordIP CounselReg FilingClause ExtractorNDA ProcessorLitigation SupporteDiscoveryEntity MgmtBoard MinutesPatent TrackerExport ControlPrivacy Officer

Engineering

16
Dev AgentQA AgentRelease MgrInfra OpsSecurity ScanCode ReviewDep UpdaterIncident RespPerf ProfilerMigration AgentSchema MgrCI/CD OpsLoad TesterAPI GatewayRollback AgentFeature Flag

Sales

14
Lead ScorerOutreach AgentDemo PrepProposal WriterPricing AnalystTerritory PlannerWin/Loss AnalystRFP ResponderDeal DeskQuota TrackerPartner MgrUpsell AgentRenewal ForecasterComp Plan Agent

Operations

14
Workflow MgrVendor CoordProcurementLogisticsInventory SyncCapacity PlannerSLA MonitorFacility OpsFleet TrackerShipping AgentQuality ControlDemand ForecastAsset MgrReturn Processor

HR

14
RecruiterOnboardingBenefits AdminL&D CoordExit ProcessingComp AnalystHRIS SyncHeadcount PlannerDiversity OpsPerf ReviewPolicy WriterPayroll AgentVisa TrackerOrg Designer
208 agents across 16 teams201 application surfacesReal-time cross-team handoffs

94.2%

Accuracy

87%

Completion

$0.42

Cost / Task

3.2m

Avg Latency

12%

Human Review

Quality vs Cost per Task

FinanceLegalEngSalesOpsHR

Accuracy by Team

96.1%
94.8%
93.4%
91.8%
90.7%
89.2%
88.4%
87.1%
FinanceRisk & AuditLegalEngineeringOperationsSalesMarketingCS

ROI vs Human Baseline by Function

avg +3.4x across all teams

Data Science
5.8x$0.18
Engineering
4.9x$0.31
Marketing
4.2x$0.22
Customer Success
3.8x$0.28
Sales
3.6x$0.35
IT Security
3.4x$0.41
Operations
3.1x$0.38
Product
2.9x$0.44
HR
2.7x$0.36
Finance
2.4x$0.52
Risk & Audit
2.1x$0.64
Legal
1.8x$0.78

Avg Cost / Task

$0.42

Human Baseline

$14.20

Deploy Ready

8 / 12

Verified environments.
Production-ready agents.

Explore our environment catalog or scope a custom build for your team.