Kickstarter early access
Back the shared AI-generated stock research library.
SignalSmith is launching as a Kickstarter-backed shared AI-generated stock research library: approximately 500 large-cap U.S. stocks, based on the S&P 500 universe, refreshed at least every two weeks for early-access backers.
Early-access reward is planned for one-year library access after launch. Research is informational only and not financial advice.
Kickstarter library preview
Illustrative shared research workspace
Apple's durable services expansion and installed-base economics continue to support high-quality cash generation while the next device cycle remains a meaningful catalyst.
Higher conviction
Microsoft combines durable enterprise software economics with a credible AI monetization path and continued cloud scale advantages.
Higher conviction
NVIDIA remains the defining AI infrastructure beneficiary, but expectations, competition, and customer concentration warrant a more deliberate risk review.
Constructive conviction
Refresh cadence
At least every two weeks
Coverage goal
Approx. S&P 500 universe
A repeatable process
Research that preserves the reasoning.
SignalSmith is designed to make the research trail easier to inspect. Each report connects evidence, debate, risk review, and monitoring prompts.
01
Gather context
Organize fundamentals, price action, news, and sentiment into repeatable company research.
02
Run analyst debate
Compare bull and bear cases instead of collapsing the process into a single opaque output.
03
Review risk
Surface thesis risks, research conviction, and open questions before a signal reaches the library.
04
Refresh coverage
Keep the shared library current with reports refreshed at least every two weeks during the Kickstarter reward period.
Workspace preview
Keep the important questions visible.
Use signal states, research conviction, risk levels, and report freshness to identify where human review has the highest value.
Featured coverage
Risk reviewNVDA NVIDIA Corp.
Risk review · updated May 29, 2026
AMZN Amazon.com Inc.
Analyst debate · updated May 29, 2026
JPM JPMorgan Chase & Co.
Gathering data · updated May 28, 2026
Built for deliberate investors
Decision support, not automated advice.
Start with shared AI-generated equity research. The Kickstarter phase focuses on report quality, broad-market coverage, and transparent refresh timing before regular subscriptions begin.