Live track record
invest-like.com publishes two scorecards on one page. Section 1 covers the 7 deterministic framework filters (Buffett-Fit, Graham, Lynch, Greenblatt, Munger, Fisher, T. Smith) - rule-based, reproducible from open source, applied to every real operating equity in the coverage universe (~2,800-3,300 stocks after the size and instrument-type filters; live counts shown below). Section 2 covers the LLM-generated Buffett Brain verdicts - smaller cohort, grows over time as invest-like.com caches new verdicts. invest-like.com publishes all the numbers including the misses.
7 deterministic frameworks, applied to every stock.
Buffett-Fit, Graham, Lynch, Greenblatt, Munger, Fisher, and T. Smith - every grade reproducible from open-source rule cascades. No LLM calls in this section. The headline number below comes straight from this engine.
Over a rolling 5-year window, stocks that all 7 frameworks rate at B+ or better returned
That is an outperformance of
over the S&P 500, as of 2026-05-24.
Headline cohort: 47 stocks - only 1.5% of the 3,085-stock universe clear the all 7-frameworks bar (every framework scores the company B+ or better). 85% of them were positive over 5 years. Per-stock returns capped at +400%/-100% so single moonshots don't dominate cohort medians - full methodology at the bottom of the page. Fixed snapshot as of 2026-05-24.
How we got this number
The cross-framework consensus that produces the best-of-7 cohort is documented in a peer-reviewable working paper with a permanent DOI: Cross-Framework Consensus Scoring System for US-Listed Equities (DOI 10.5281/zenodo.20393518, SSRN 6831462). See /papers/ for the full methodology, citation-ready abstract, and both PDF + JSON-LD downloads.
30 stocks we picked on May 19, 2026
A locked-in basket of 30 stocks our rule-based scoring engine flagged as quality compounders on day one. Equal-weight. Same composition until the next rebalance. Updated daily.
Per-ticker Buffett Brain verdicts, growing weekly.
Each verdict is generated by an LLM (Anthropic / OpenAI). Real money per run, so we cache aggressively and only score the universe we can afford to keep fresh. The cohort grows every week.
Verdicts tracked
512
Tracking since
Apr 30, 2026
A vs D return spread
-4.5%
Average return of Grade A+/A verdicts on invest-like.com minus average of Grade D. Positive = invest-like.com's grades have predictive power.
How we score
- ·invest-like.com assigns each verdict a numeric score (0–100) that maps to a letter grade: A+ ≥ 85, A ≥ 70, B ≥ 55, C ≥ 40, D < 40.
- ·invest-like.com measures return from the closing price on the verdict date to the most recent close. No leverage, no benchmark adjustment - the raw absolute number.
The Weekly Letter
One stock, one verdict, every Saturday.
The same logic that scores the verdicts on this page, applied to a fresh ticker each week. Pulled from current data. One-click unsubscribe.