EarningsDecoder
A plain-language AI analyst that explains every major earnings surprise within 30 minutes of release — what the company actually said on the call, why analysts reacted, and which downstream companies in your portfolio tend to move with it.
Self-directed retail investors and financial-curious professionals who watch earnings but don't have time to read 10-Qs
- Telegram-style push within 30 minutes of every S&P 500 earnings release with the headline, the surprise, and one-line cause
- Cross-stock linkage map showing which suppliers, competitors, and ETFs typically move on the same news
- 'What changed' diff comparing this quarter's guidance to last quarter's in plain English
- Personal watchlist digest each morning summarizing overnight earnings you care about
IBM's 17% drop on an earnings warning is exactly the kind of event retail investors see on CNBC and Google Trends but can't translate into portfolio action — there's a clear gap between the headline and the implication.
Earnings analysis is a well-trodden category with many active tools and paying users (EarningSpike, Seeking Alpha Premium $299/yr, MarketSurge $1,499/yr) confirming sustained retail demand for earnings interpretation.Best Earnings Analysis Tools (2026) | EarningSpike ↗
Crowded space: earningscall.ai, EarningsCalls.ai, StoxPulse AI summarizer, Earnings Copilot, EarningSpike, Seeking Alpha, and MarketSurge all already serve earnings call analysis for retail investors; the 30-minute turnaround + portfolio-correlation angle is incremental, not novel.AI-Powered Stock Earnings Call Summaries and Insights ↗EarningsCalls.ai - AI-Powered Earnings Call Analysis ↗AI Earnings Call Summarizer — Free Tool | StoxPulse ↗
Proven willingness to pay exists at $99–$299/yr for retail-facing earnings tools (EarningSpike Plus $99, Seeking Alpha Premium $299), but a new entrant must differentiate against free summarizers like StoxPulse, pressuring conversion and LTV.Best Earnings Analysis Tools (2026) | EarningSpike ↗AI Earnings Call Summarizer — Free Tool | StoxPulse ↗
Public-company earnings will keep being released quarterly forever, and AI summarization quality will only improve; the underlying translation problem (headline → portfolio implication) is durable.EarningsCalls.ai - AI-Powered Earnings Call Analysis ↗
The 'within 30 minutes' promise is hard: transcripts stream out via noisy webscrapes, downstream correlation analysis needs clean historical price/supply-chain data, and competitors like EarningsCalls.ai already index thousands of transcripts at scale — non-trivial to build and operate reliably.EarningsCalls.ai - AI-Powered Earnings Call Analysis ↗