Questions about DublFirst

DublFirst is a financial research application that helps individual investors compare two public companies through a consistent framework and explore which currently presents the stronger case for doubling first.

No. DublFirst organizes verified evidence and produces model-based assessments. Neither company is guaranteed to double, and any assessment may prove incomplete or incorrect.

Yes. Newer investors receive a guided comparison and plain-language explanations. Experienced Advanced and Alpha testers can examine lower-level evidence and test their own assumptions in separate scenarios without changing the System score.

Choose two supported, actively listed U.S. public companies. DublFirst applies the same six-category methodology to both companies and displays the scores, doubling estimates and supporting detail. The current preview uses reviewed data already loaded here.

Investors often use different sources, assumptions, and levels of detail for different companies. A repeatable structure makes meaningful differences easier to identify without eliminating judgment or uncertainty.

No. The result is relative to the other company and limited by the evidence, methodology, assumptions, and information cutoff. Both companies may be unattractive or carry substantial risk.

A shorter trading history can limit the technical evidence and whether a company can be scored. Check the coverage message for the analysis version you are using. The current preview supports its listed reviewed companies; it does not fill missing history with invented observations.

Analysis uses financial statements, company releases, SEC filings, and verified market and benchmark histories. Source availability and coverage vary, and provisional AI-derived material must remain separately identified rather than becoming verified fact.

Every analysis has an information cutoff and evidence version. The current preview does not fetch fresh data when you compare. Check the displayed price and research dates; saved results retain their original cutoff.

DublFirst displays the limitation and may refuse to calculate the score. Missing evidence never becomes zero, and category weights are never silently changed to force a result.

Read the displayed missing-input message first. If a required verified input is still unavailable, choose another supported company or report the ticker pair and exact message to DublFirst. Repeated clicks do not create evidence, and DublFirst will not invent a value to force a score.

Headlines, when available, provide context rather than directly changing the System score. Check the publisher, date and original source. A development must be reflected in reviewed evidence or an explicit scenario assumption before you should expect it to affect the analysis. The current preview does not fetch fresh headlines.

Basic, Advanced, and Alpha currently include weekly allowances of 10, 40, and 100 company credits. Every plan receives the same verified System score. Advanced and Alpha add personal scenarios, exact saved versions, connected-friend sharing and higher research capacity. The current preview supports available-research reviews; automatic monitoring and alerts are not yet available. Alpha also lets you choose the weights of the six scoring categories. Those weights affect your personal score; financial assumptions determine the doubling timeline. Administrators select each tester’s access level and duration. Timed access returns to Basic when it expires.

Not yet. DublFirst is in private Development testing for the owner and selected invited testers. Commercial pricing, billing, and general availability have not been announced.

No. Comprehensive commercial-grade validation has not been completed. Results may contain errors, and features, sources, methodology, and presentation may change during testing.