Jesse Lillard /AI ProjectsResearch snapshot · October 23, 2026

AI Projects · Research workbench

Stock Analysis.

Reviewed estimates first. Open a company to see the reasoning, uncertainty and next questions.

Company by company.
Evidence before conviction.

Research snapshot. A frozen, curated research subset. Not a live market feed and not investment advice.

— reviewed— in progress / held— total

Reviewed companies · frozen prices

Value estimates against the quoted price.

Bear–bull Base Quote = 100%

Each stock is scaled to its own frozen quote. Modeled gap = base estimate ÷ frozen quote − 1; it is not a realized or forecast return. Scenarios are not probability intervals.

Reviewed → active → queued → held

Companies

Frozen · Oct 23

Reviewed estimates are ordered by modeled gap to their dated quote. No BUY conclusion is present in this subset.

Loading curated snapshot…

Companies in this research snapshot. Select a ticker to inspect its details.
CompanyResearch statusBase value

Values are USD per share. A dash means no final reviewed estimate is available. Counts reflect this eight-company snapshot only.

How a company moves through the workflow
  1. Screen. Check data quality and research potential.
  2. Triage. Select a suitable company-specific method.
  3. Underwrite. Claude and Codex reason independently from audited evidence.
  4. Review. Reconcile assumptions, reproduce calculations and preserve dissent.

A source audit alone does not complete financial underwriting. Framework and operational holds remain separate from buy, watch or pass judgments.

Reading the research

A range of assumptions.
Not a promise about price.

Bear, base and bull values describe modeled scenarios. They are not probabilities, price targets with deadlines or guaranteed floors.

The margin-of-safety threshold adds room for error below the base estimate. It does not replace business judgment, source updates or a purchase decision.