Private enterprise data for frontier AI

Private Data For Frontier AI

We source and anonymize private enterprise data — codebases, documents, and operational artifacts — that isn't available on the public internet. For AI labs that need real-world training data.

Enterprise Documents

Real Operational Artifacts. Not Templates.

We source and anonymize private enterprise documents — board packages, financial models, compliance reports, internal memos. Created by real teams making real decisions.

Financial & governanceBoard resolutions, cap tables, quarterly reports, audit findings, investor updates.
OperationalProject plans, SOPs, compliance frameworks, vendor evaluations, process documentation.
CommunicationsInternal memos, executive presentations, strategy decks, committee reports.
Domain-specificHealthcare records, legal filings, engineering specs, insurance claims, regulatory submissions.
Explore Documents →

Example Dataset

PDFBoard_Resolutions_2023-2025.pdf
XLSXCap_Table_Series_B.xlsx
PDFQ3_Financial_Statements.pdf
DOCXInvestment_Committee_Memo.docx
PPTXSeries_B_Pitch_Deck.pptx
PDFCertificate_of_Incorporation.pdf
XLSXRevenue_Model_FY2024.xlsx
PDFCompliance_Audit_Report.pdf

Industries & Domains We Source From

Private EquityInvestment BankingInsuranceHealthcare SystemsPharmaceuticalEnergy & UtilitiesManufacturingTelecomGovernment & DefenseLegal & ComplianceReal EstateLogistics & Supply ChainRetail & CPGEducationAgriculture

src/ledger/reconciliation.cbl

COBOL
       IDENTIFICATION DIVISION.
       PROGRAM-ID. RECONCILE-LEDGER.
       AUTHOR. PAYMENT-SYSTEMS-TEAM.

       ENVIRONMENT DIVISION.
       INPUT-OUTPUT SECTION.
       FILE-CONTROL.
           SELECT TRANS-FILE ASSIGN TO 'TRANSIN'
               ORGANIZATION IS SEQUENTIAL.

       DATA DIVISION.
       WORKING-STORAGE SECTION.
       01 WS-TRANSACTION-RECORD.
          05 WS-ACCT-NUM        PIC X(12).
          05 WS-AMOUNT          PIC S9(9)V99.
          05 WS-CURRENCY-CODE   PIC X(3).
          05 WS-SETTLE-DATE     PIC 9(8).
          05 WS-FX-RATE         PIC 9(3)V9(6).
          05 WS-STATUS          PIC X(2).
             88 WS-SETTLED      VALUE 'ST'.
             88 WS-PENDING      VALUE 'PN'.

       01 WS-RECONCILE-TOTALS.
          05 WS-TOTAL-DEBITS    PIC S9(13)V99.
          05 WS-TOTAL-CREDITS   PIC S9(13)V99.
          05 WS-VARIANCE        PIC S9(13)V99.

       PROCEDURE DIVISION.
       MAIN-PROCESS.
           PERFORM OPEN-FILES
           PERFORM READ-TRANSACTIONS
               UNTIL END-OF-FILE
           PERFORM VALIDATE-SETTLEMENT
           PERFORM APPLY-FX-CONVERSION
           PERFORM CALCULATE-VARIANCE
           PERFORM UPDATE-GENERAL-LEDGER
           PERFORM CLOSE-FILES
           STOP RUN.

Commit History — 2,847 commits

a3f2c91fix: reconciliation rounding on multi-currency ledger3 days ago
e7b104dfeat: add retry logic for Adyen settlement callbacks1 week ago
91c8fa2refactor: extract payment gateway interface for testing2 weeks ago
d4e6b33fix: handle edge case in fiscal year rollover3 weeks ago

Private Codebases

Production Code. Decision Context.

Legacy systems, niche domains, infrastructure code — with the full commit history, tickets, and engineering decisions around them. The code AI labs can't get from GitHub.

Legacy & rare languagesCOBOL, Fortran, Ada, RPG, PL/SQL, embedded C/C++, VHDL, Verilog. The systems that run the world.
Domain-specific systemsHealthcare, financial services, industrial control, manufacturing, telecom, energy.
Full development lifecyclePRDs, architecture docs, code reviews, postmortems. Not just what was built — why and how.
Infrastructure & opsCI/CD pipelines, Terraform, Kubernetes configs, deployment scripts, monitoring setups.
Explore Codebases →

Languages & Stacks We Acquire

COBOLFortranAdaRPGPL/SQLEmbedded C/C++VHDLVerilogDelphiMUMPSGoRustKotlinScalaElixirTerraformAnsibleKubernetesABAPPowerBuilderObjective-CPascalSmalltalkErlangHaskellPuppetChefPerlTclProlog

Shutting down?

Your startup shut down but the code still exists. We turn years of engineering into a payout.

Sunsetting a product?

Migrating off a legacy stack? The old system has training value that the new one never will.

Sitting on old code?

Internal tools, proprietary frameworks, domain-specific systems — they're more valuable than you think.

Beyond Data

Training Infrastructure

Private data is just the beginning. We also build verified training environments and full company-level simulations — the infrastructure AI labs need to train agents that can do real work.

Long-horizon environments1,000+ verified training environments for coding agents — multi-step tasks spanning days to weeks. Built on the Envoi open-source framework.Explore Environments →
Enterprise simulacraCompany-level simulation engine. Deploy agent teams across synthetic enterprises — finance, legal, HR, ops — with grounded documents and realistic workflows.Explore Simulacra →

Verified Environments — Coding Agents

Payment Gateway MigrationJava → Go47 steps
Legacy Billing RefactorCOBOL → .NET63 steps
CI/CD Pipeline OverhaulBash / Terraform31 steps
API Versioning StrategyPython / OpenAPI28 steps
Database Schema MigrationPostgreSQL / Flyway52 steps
Microservice DecompositionJava / Spring71 steps
Auth System HardeningGo / OAuth234 steps
Data Pipeline RefactorPython / Airflow45 steps

Simulacra — CloudMetrics Inc. (Synthetic Enterprise)

Finance

2,400 docs· 12 agents

Legal

1,800 docs· 8 agents

Engineering

3,200 docs· 24 agents

Operations

950 docs· 6 agents

Environments

1,000+

Verified long-horizon tasks

Avg. Horizon

Days → Weeks

Multi-step, multi-tool workflows

Simulacra Verticals

4

Finance, legal, engineering, ops

Docs Per Simulacrum

8,000+

Grounded, realistic artifacts

Why This Matters

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. Your enterprise data doesn't just train a model — it powers verified environments and full company-level simulations that make AI agents production-ready.

Private data. Verified environments.
Production-ready agents.

Tell us what you need — we will scope availability, anonymization, and pricing.