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EarningsFlow AI

Automated earnings calendar with AI insights.

来源热词 earnings calendar
搜索量 500
增长率 100%
分类 data_api
线上化评分 95
生成日期 2026/8/18

Zero-human service delivering real-time earnings dates and AI summaries.

01痛点与机会

痛点

Investors manually track scattered earnings dates, missing key events.

为什么是现在

AI APIs and SEC data enable fully automated tracking.

02解决方案与产品

Automated calendar with AI summaries, alerts, portfolio sync.

  • Real-time earnings dates from SEC EDGAR and press releases.
  • AI-generated one-line earnings summaries and implied move estimates.
  • Personalized email/SMS alerts based on watchlist.
  • Calendar sync with Google/Apple/Outlook.

A无人公司 · 零人工运营架构

Full loop automated via n8n, OpenAI, Stripe, Twilio.

环节 全自动实现方式
Acquire users AI-generated SEO articles and auto-posts on social media.
Deliver service Cron fetches data from API, generates AI summary.
Customer support Chatbot answers FAQs, auto-escalates if needed.
Collect payments Stripe subscriptions auto-processed.
Operate infrastructure Uptime monitor auto-restarts via Pipedream.
Send alerts Twilio email/SMS before earnings.

人工监督(法律最低限度): Legal minimum: registered agent, automated CPA reports.

03市场分析

60M US retail investors × $120/yr = $7.2B (FINRA 2023).
TAM
600k active earnings-focused traders (1% of retail) × $120/yr = $72M.
SAM
Year1 target 200 paying subscribers × $120/yr = $24k revenue.
SOM

Scale via programmatic SEO for thousands of ticker phrases.

04商业模式与定价

Free

$0

Basic calendar, 5 tickers, weekly email.

Pro

$9/mo

Unlimited tickers, real-time alerts, AI summaries.

Team

$29/mo

Shared watchlists, API access.

COGS $3/mo/user, gross margin 70% at Pro tier.

05增长策略

  • SEO: auto-generate pages for '[ticker] earnings date' capturing long-tail search.
  • Product Hunt launch with AI-generated demo and newsletter.
  • Affiliate program for finance blogs with automated tracking.
  • Free embeddable calendar widget for investing newsletters.

06竞争格局

竞争对手 我们的优势
Yahoo Finance Calendar AI summaries and personalization, no ads, lower cost.
Earnings Whispers Automation enables lower price and API access for prosumers.
TipRanks Focused solely on earnings calendar, faster and simpler.

07财务预测(5 年)

年度 收入 付费用户 EBITDA
Y1 $24k 200 -$7k
Y2 $72k 600 $10k
Y3 $180k 1500 $60k
Y4 $420k 3500 $200k
Y5 $840k 7000 $450k

ARPU $10/mo, 2% free-to-paid, COGS $3/mo/user, fixed costs $2k/mo Y1 growing to $5k/mo Y5.

E数据依据与计算

关键论断 出处 / 计算式
US retail investors ~60M. FINRA Foundation National Financial Capability Study (2023).
Active earnings-focused traders 1% = 600k. Conservative assumption: 1% of retail actively use niche finance tools.
ARPU $10/mo. 95% Pro $9 + 5% Team $29 = $10/mo blended.
Free-to-paid conversion 2%. OpenView SaaS benchmark: freemium conversion 1-3%.
COGS $3/mo/paying user. For 200 users: API $50, OpenAI $20, email $10, hosting $20 = $100/mo total, $0.5/user, plus AI summaries $2.5/user.
Y1 revenue $24k. 200 paying users × $120/yr = $24k. Derived from 10,000 email signups × 2% conversion.

C合规与公序良俗

合法性

Data from public SEC EDGAR and press releases, used within terms.

公序良俗

Provides factual earnings dates only; no investment advice; not a gambling product.

数据隐私

Stores only email and watchlist; GDPR/CCPA compliant; no selling data.

08风险与对策

风险 对策
API data inaccuracies Cross-check multiple sources; display source and disclaimer.
Market downturn reduces interest Freemium retains users; add portfolio risk alerts.
Competition free calendars Differentiate with AI summaries and personalization.
Regulatory changes on financial data Use public data; automated compliance checks via AI.

09产品路线图

Phase 1

Launch MVP with calendar and email alerts using no-code tools.

Phase 2

Add AI earnings summaries and portfolio sync.

Phase 3

Roll out API for fintech partners and embeddable widgets.

Phase 4

Expand to international markets and options flow insights.

免责声明: Financial projections are estimates, not guarantees. Investors may lose capital.

模型: deepseek/deepseek-v4-pro · 查看全部计划书