Primary sources before summaries
When a task depends on public facts, we look for the original filing, standard, regulator, product documentation, or research record before relying on a secondary summary. Every important citation should be accessible, relevant to the exact claim, and dated closely enough to match the requested period.
Facts, calculations, inferences, and gaps
Verified facts are kept separate from calculations made from those facts. Interpretations are labeled as analysis rather than source statements, while missing, conflicting, or inaccessible evidence remains visible instead of being filled with a confident guess.
Four-stage verification path
- Scope the task: confirm the subject, time period, source files, audience, output format, and required permissions.
- Build the evidence set: preserve supplied material, prefer primary public sources, and record material limitations.
- Inspect the result: compare claims, figures, names, reading order, layout, citations, and file behavior with the original inputs.
- Deliver with boundaries: state what was verified, what still needs review, and which decisions remain with the user.
Human review before delivery
A responsible person must approve financial, legal, educational, identity-related, safety-sensitive, or externally published work. Editable files should be opened in their intended application, while websites should be inspected across relevant viewport sizes and interactions before publication.
Primary references
Standards and sources used by this method
These sources support a specific part of the verification method. Their inclusion does not imply endorsement of CS FLOW AI.
- NIST AI Risk Management Framework and Generative AI ProfileNational Institute of Standards and Technology · Testing, evaluation, verification, validation, and explicit responsibility for AI-assisted work.
- Web Content Accessibility Guidelines (WCAG) 2.2World Wide Web Consortium · Testable accessibility requirements for public web deliverables.
- Search FilingsU.S. Securities and Exchange Commission · Primary company filings for evidence-backed financial research.
- Recognize text in scanned documentsAdobe · OCR handling and review requirements for scanned PDF source material.
- File formats that are supported in PowerPointMicrosoft · Output-format checks for editable PowerPoint delivery.
Editorial responsibility and corrections
Public guides, feature explanations, product demonstrations, and updates are maintained by the OpenMira Product Team. Material corrections, changed capabilities, or revised source requirements are reflected in the page review date. Questions or correction requests can be sent to support@openmira.cc.
This methodology describes the public review standard. It does not claim third-party certification, guarantee error-free output, or replace professional judgment.