Project Workspace
Set up a project with its purpose and stakeholders, and track its status.
Platform
The Luwian AI workspace
A guided path from project setup through model evaluation, with consistent steps at every stage.
How it works
A guided pipeline — not a blank canvas
A structured path through the model lifecycle. Four stages are live today; documentation, validation and monitoring are in development.
Set up
Define the project, its purpose and its stakeholders.
Data
Bring in your data sources, with lineage captured.
Build
Guided, pre-built statistical workflows rather than hand-coded scripts.
Evaluate
Compare candidate models and review performance dynamically.
Document in development
LuwianIQ drafts from your template; your team edits.
Validate in development
Structured artifacts for independent challenge and review.
Monitor in development
Ongoing performance monitoring and periodic review.
Running underneath every stage: data lineage and an audit trail recording every action taken. Version history and role-aware access are in development.
Inside the workspace
Model performance you can show, not describe
One environment for setting up the project, preparing data, building the model and reviewing how it performs.
Data Operations
Prepare inputs with lineage captured as you go.
Guided Build
Pre-built statistical workflows instead of hand-coded scripts.
Model Comparison
Compare candidate models on consistent, transparent performance views.
Actual vs. forecast
Actual versus forecast comparison with error trends.
One-screen controls
Period, variable and target controls on one screen.
Governance
Controls and transparency, built in from the start
What the platform records today, and what is coming.
Audit Trail
Every action taken in the platform is recorded: what was run, repeated and changed.
Data Lineage
Inputs carry their lineage through the workflow.
Standardized Workflows
Consistency that survives staff turnover.
Audit trail
Selection committedDeposit Model · today, 14:47
Model run completedDeposit Model · today, 14:31
Data checks passedDeposit Model · today, 14:12
Column roles assignedDeposit Model · today, 13:58
Table uploadedDeposit Model · today, 13:40
Every action a user takes is written to the audit trail as it happens — what was run, what was repeated, and what changed. It is not a report generated afterwards.
Illustrative sample view. Project names and entries shown are for demonstration only.
In development
Version History
See what changed between builds.
Oversight & Access
Role-aware access and clear ownership across the model lifecycle.
Validation Handoff
Structured artifacts for independent challenge and model risk review.
Documentation
Drafted by LuwianIQ from your template, edited by your team.
Monitoring
Ongoing performance monitoring and periodic review.
Security
Security & data handling
We state our posture plainly, including the work still underway.
SOC 2 Type 2
We are working toward SOC 2 Type 2 compliance. No report has been issued. Current status on request.
Data Use
We never use customer data to train, fine-tune or refine any model. We do not use customer data for any purpose beyond delivering and maintaining the service to you, charging for it, and complying with our legal obligations. We may use de-identified or aggregated information — which does not identify you, your institution or your models — to operate, secure and improve the platform; this never includes training, fine-tuning or refining any model. Your data remains yours.
Security questionnaires and diligence requests: security@luwian.ai