Upload a finished document and the system runs a multi-stage process: it analyzes structure and logical flow, discovers dynamic variables (names, dates, figures, periods), generates optimized prompts that preserve your tone and analytical approach, benchmarks the output against your original for quality, then assembles the complete workflow. The result is a deterministic pipeline that replicates your methodology.

The system identifies company names, person names, locations, financial figures, percentages, dates, reporting periods, product names, and other dynamic elements. It also recognizes structural elements like section headers, data tables, and analytical patterns including comparison frameworks and decision criteria — all of which become configurable variables in the generated workflow.

Yes. Upload a complete due diligence report and the builder generates a workflow that extracts financial metrics, assesses risks, and produces comparable reports for any new investment target. The deterministic approach means every analysis follows the same rigorous process, making results defensible and comparable across opportunities.

The build process includes an automated benchmarking stage that compares generated output against your original document for readability, accuracy, clarity, tone, and engagement. Sections that fall short are automatically refined. You can also add custom validation steps in the visual editor.

Use Describe With AI instead — describe what you need in plain language, answer a few clarifying questions, and receive a production-grade workflow. Both paths produce the same type of deterministic workflow in the same visual editor. You can also start from downloadable workflow templates for common use cases like financial analysis, contract review, and expense processing.

Yes. Schedule any workflow to run hourly, daily, weekly, or monthly. You can also trigger workflows on demand or via webhooks from external systems. Your weekly operations report can generate itself every Monday morning; quarterly board materials compile automatically at month-end.