Research · Product update
Evidence-backed web research across follow-up tasks
Keep the confirmed subject, time period, source files, and output requirements across follow-up research while retaining accessible citations for public-web findings.
Published Aug 20, 2026 · Expanded and reviewed by the OpenMira Product Team on Sep 2, 2026What changed
CS FLOW AI keeps confirmed research constraints across follow-up tasks, separates source-backed findings from unsupported claims, and carries accessible citations into the final deliverable. The workflow makes source limitations and unresolved questions visible for human review.
Product evidence
Evidence-backed web research across follow-up tasks
Evidence-backed research delivered with metrics, risks, sources, and limitations
Core capabilities
- Preserve the confirmed research subject and time period
- Combine uploaded material with relevant public sources
- Attach accessible citations to factual findings
- Deliver a structured report, document, or presentation
Complete workflow
- Define the question, scope, date range, and output
- Review source files and identify evidence gaps
- Research relevant public sources and organize findings
- Verify citations, surface limitations, and prepare the deliverable
Verification
- Every material factual claim has an accessible source
- Source dates and scope match the research question
- Conflicting evidence and limitations remain visible
- The final output separates evidence from interpretation
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