EarningsRoom
A live earnings-call companion for retail investors that listens along with the CEO and CFO, summarizes what was actually said versus the prepared remarks, and alerts you within minutes when guidance numbers change.
retail investors who try to follow earnings calls live but lose the thread and miss the guidance changes that actually move the stock
- Real-time transcript with key callouts highlighted as the call happens: new guidance, segment surprises, hedges in the CEO's tone
- Before-vs-after guidance comparison table for each quarter, so you can see in one screen whether the company raised, cut, or reaffirmed
- Plain-English summary two minutes after the call ends — 'Three things that mattered, one thing to ignore' — ready to read before the stock moves in pre-market
- Personalized alerts that ping you only when something on your watchlist issues guidance that differs from consensus by more than 5%
Retail investors increasingly try to follow earnings live and lose money because they miss the guidance line buried in hour two of the call; the Tiingo MCP server trend reflects the data plumbing now exists to make this trivial to build for any retail user, not just professionals.
Active and growing category — earningscall.ai, EarningsCalls.ai, AlphaPro.ai, EarningsHub, thetranscript.ai and EarningsLabs all market to retail/active traders, indicating real pull, but most are summary tools rather than live guidance-change alerts.EarningsHub: Live Earnings Calls, AI Summaries & Stock Data ↗Earnings Calls & API for 9,000+ Companies | EarningsCall ↗
Crowded — at least 6 dedicated AI earnings-call tools already ship guidance/outlook summaries and live transcripts; EarningsLabs offers free live calls and transcripts, compressing differentiation.Earnings Calendar, Live Calls & Free Transcripts | Earnings Labs ↗AI-Powered Stock Earnings Call Summaries and Insights ↗
Hard to monetize at retail: free competitors (EarningsLabs, EarningsCalls.ai) and Seeking Alpha transcripts set a $0 anchor; the only proven paid tiers (AlphaSense $5K–$30K+, Benzinga Pro) are enterprise/active-trader, not casual retail.AlphaSense Review 2026: Features, Pricing & Is It Worth It? ↗Benzinga Pro | Fast Stock Market News ↗
Earnings calls are a permanent fixture, but the AI-summary wrapper risk is high — incumbents (Benzinga, Seeking Alpha, Robinhood) can ship this feature, and LLM costs keep compressing margins.Benzinga Pro Lab-Tests, Benchmarks & Ranking 2026 ↗
MVP is straightforward — transcripts are freely available (Seeking Alpha, EarningsLabs), Whisper handles live audio, and alerting is commodity; the Tiingo MCP plumbing cited is largely irrelevant since the bottleneck is audio/transcript access, not price data.EARNINGS CALL TRANSCRIPTS - Seeking Alpha ↗