Real-world data infrastructure for frontier AI

Train models on how work actually happens.

Sofitra acquires proprietary operating histories, reconstructs the systems and judgment behind them, and turns them into executable RL environments with hard tasks, replayable trajectories and verifiable rewards.

Request a private environment Map your data assets

Rights-cleared provenanceReal application stateOutcome-level verification

Foundry Console / FIN-042private environment

source systemSharePoint124,882 files

work artifactExcel models82,114 workbooks

human signalReview history2.1m approvals

evidenceSource evidence4.9m filings

state transitionOutcomesverified decisions

graph inspector

company://finance_ops
├─ sharepoint 124,882 files
├─ teams 8.4m messages
├─ excel 82,114 workbooks
└─ review 2.1m events

environment readiness

83%

identity transformpassed
workflow joins78.1%
deterministic checks24
hidden holdoutready

Built for teams pushing the frontierFrom scarce company data to training-ready environments.

4.9M+source filings

533M+structured facts

300M+correction records

80K+expert-built workbooks

One integrated foundry

A production system for economically valuable intelligence.

Sofitra starts with a real workflow, resolves its data and state into an operational graph, then packages that graph into resettable worlds where agents can act and be measured.

FOUNDRY / LIVE SYSTEM VIEW

Acquire

Find scarce operating histories with measurable outcomes and clear commercial control.

schema v2.6

coverage map / object relationships

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From company to environment

Preserve the structure that makes work hard.

The data becomes valuable when systems can be joined into a causal sequence: evidence, action, review, state change and outcome.

01 / SOURCE

Operating systems

Teams, SharePoint, ERP, CRM, code, CAD and proprietary apps.

02 / RESOLVE

Object graph

Normalise entities, users, records, documents and historical state.

03 / JOIN

Workflow graph

Connect evidence to human actions, corrections, approvals and outcomes.

04 / REBUILD

Executable world

Recreate tools, permissions, data state and reset semantics.

05 / CURATE

Task curriculum

Generate long-horizon tasks with ambiguity and hidden constraints.

06 / GRADE

Verifier stack

Combine deterministic checks, grounding, process rules and judgment.

07 / LEARN

Failure loop

Use model failures to identify the next data and task the frontier needs.

Environment library

Worlds built from real work.

Each environment begins with an economic workflow and ends with a measurable agent objective. Data, tool state and evaluation logic remain versioned as one unit.

Explore the foundry

FINANCE / CREDIT18-42 actions

Underwrite a covenant breach.

Update projections and debt schedules, interpret agreement definitions, determine covenant status, assess liquidity and produce a source-grounded recommendation.

ExcelPDFSQL24 checks

ENTERPRISE / REVOPSmulti-system

Resolve a broken renewal process.

Reconcile CRM activity, customer communications, contract terms and billing state; repair the failure and leave an auditable action trail.

CRMEmailERPOutcome verifier

ENGINEERING / CADtool-use

Repair a manufacturability failure.

Inspect a design, map constraints to source requirements, modify the model and preserve a traceable repair trajectory.

CADPLMQAGeometry checks

For frontier AI teams

Start with the failure you need to solve.

Bring a capability gap. Sofitra sources the right data, builds the environment and delivers the training and evaluation system.

Request a private environment

For data owners

See what your operating history can become.

Map your systems, workflow depth, rights position and outcomes. Sofitra generates a data-asset brief before any sample changes hands.

Open Data Asset Studio