Get daily AI stock analysis and alerts sent to Telegram

Combines stock data, news, and sentiment through three AI models and sends a daily consensus alert to Telegram.

How the work actually flows

It branches. Every path runs; all paths must finish before it continues; runs once per each data source type.

Pattern: Parallel Split (2) · Synchronisation (3) · Multiple Instances with a priori Run-Time Knowledge (14)

flowchart TD trig(["daily schedule fires"]):::trigtime s0["pull prices news and sentiment"]:::svc s1[["analyze each data source"]]:::mi s2["combine analyses into report"]:::task s3["cross check report agreement"]:::task s4["send consensus alert"]:::svc trig --> s0 s0 -->|"one per each data source type"| s1 s1 --> s2 s3 --> s4 gx{"+ do models agree on report"}:::gate s2 --> gx p00["review report"]:::task gx -->|"first model check"| p00 p10["review report"]:::task gx -->|"second model check"| p10 jn{"+ consensus confirmed"}:::gate p00 --> jn p10 --> jn jn --> s3 out[/"daily consensus stock recommendation delivered"/]:::out pay{{"cross checked investment insight without manual research"}}:::pay s4 --> out out --> pay classDef task fill:#e7f6fe,stroke:#34b8f0,color:#2c2a29 classDef svc fill:#f6f8fa,stroke:#7c8795,color:#2c2a29 classDef mi fill:#e7f6fe,stroke:#0079a8,color:#2c2a29,stroke-width:2px classDef human fill:#fff,stroke:#0079a8,color:#0079a8 classDef store fill:#f6f8fa,stroke:#0079a8,color:#2c2a29 classDef trig fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigtime fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigdata fill:#8ad4f5,stroke:#0079a8,color:#06314c,font-weight:bold classDef gate fill:#fff,stroke:#e8a23d,color:#6b4708,font-weight:bold classDef out fill:#1f9d6b,stroke:#167a53,color:#fff,font-weight:bold classDef pay fill:#06314c,stroke:#021f33,color:#fff
Starts itA stepAn outside serviceRuns once per itemEvery pathWaits for allResultPayoff
Build size
Advanced

A larger build with multiple systems, AI reasoning, and custom rules.

Business functions
Messaging & NotificationsResearch & Market Intelligence
Connects
OpenAIAnthropicGoogle GeminiTelegram

The problem it solves

Keeping up with stock prices, news, analyst ratings, and social sentiment across your whole watchlist is more than one person can track every day. Trusting a single source for a call on buy, sell, or hold feels risky.

Who it fits

Day traders or investors who want cross-checked, data-driven insight on a daily watchlist.

How it works

  1. A daily schedule pulls prices, news, ratings, and sentiment for your watchlist
  2. AI analyzes each data source separately
  3. One AI model combines the analyses into a market report
  4. Two more AI models independently check that report for agreement
  5. A consensus recommendation is sent to you in Telegram
What you get

Cross-checked market calls delivered each morning

You get a daily consensus stock analysis checked by three AI models sent straight to your phone.

What you get

A daily Telegram alert with a buy, sell, or hold recommendation backed by multiple AI models.

What you need

API keys for stock, news, and sentiment data, plus OpenAI, Anthropic, and Google Gemini accounts, and a Telegram bot.

We can build this. But should you?

The hard question is not how to build it. It is whether this is the right thing to build first.

That is what a Fractional Chief AI Officer figures out with you, before anyone writes a line of code.

Let's Talk Strategy

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